Model save

README.md

@@ -8,17 +8,18 @@ tags:
 - loss:MultipleNegativesRankingLoss
 base_model: ibm-granite/granite-embedding-107m-multilingual
 widget:
-- source_sentence: inhibitors antiviral, antibacterial is as in with and Tzds. not
-    been combination with insulin. sitagliptin resulted an HbA of effects rate of
-    (upper tract and urinary (when (when combined with sulfonylurea), hypersensitivity
-    facial administered insulin agogue insulin may to be lowered to hypoglycemia.
-    is and to properties to sitagliptin tin. is use as with glimepiride, pioglitazone.
-    COMBINATION THERAPY—ORAL AGENTS & MEDICATION in Type 2 Mellitus Failure maintain
-    good over owing to a decrease beta-cell physical lean or increase ectopic the
-    manage- of type diabetes. required to glycemic Unless is a contraindication, be
-    initiated with a biguanide. If metformin agent or is added. drug be secret- incretin-based
-    therapy, amylin glucosi- given to sulfonylureas or insulin cost, include metformin,
-    other oral a noninsulin injectable and intensified insulin
+- source_sentence: inhibitors as antifungal, and antibacterial agents. and in with
+    sulfonylureas, not combination insulin. During clinical tion in 0.4–0.9%. Adverse
+    an increased rate of infections (upper respiratory and tract), (when Tzd), hypoglycemia
+    (when a dose of insulin agogue lowered hypoglycemia. Linagliptin is the class
+    and appears have properties similar to and tin. It approved for and combination
+    with metformin, pioglitazone. COMBINATION THERAPY—ORAL ANTIDIABETIC & in 2 Diabetes
+    Mellitus Failure to maintain response over the owing a in mass, reduction physical
+    activity, mass, in remains disconcerting problem ment of type Multiple medications
+    may glycemic there a should initiated with biguanide. clinical failure monotherapy,
+    a agent or is be insulin dase inhibitor; sulfonylureas insulin because of adverse
+    safety concerns. Third-line multiple medications, or a injectable intensified
+    insulin
   sentences:
   - inhibitors such as antiviral, antifungal, and certain antibacterial agents. Saxagliptin
     is approved as monotherapy and in combination with biguanides, sulfonylureas,
@@ -45,29 +46,6 @@ widget:
     because of cost, adverse effects, and safety concerns. Third-line therapy can
     include metformin, multiple other oral medications, or a noninsulin injectable
     and metformin and intensified insulin
-  - 'of the integrity of membranes in cells and organelles. A. Nervous System The
-    developing central nervous system of the fetus and young child is the most sensitive
-    target organ for lead’s toxic effect. Epidemiologic studies suggest that blood
-    lead concentrations even less than 5 mcg/dL may result in subclinical deficits
-    in neurocog- nitive function in lead-exposed young children, with no demon- strable
-    threshold for a “no effect” level. The dose response between TABLE 57–1 Toxicology
-    of selected arsenic, lead, and mercury compounds. Form Entering Body Major Route
-    of Absorption Distribution Major Clinical Effects Key Aspects of Mechanism Metabolism
-    and Elimination Arsenic Inorganic arsenic salts Gastrointestinal, respiratory
-    (all mucosal surfaces) Predominantly soft tissues (highest in liver, kidney).
-    Avidly bound in skin, hair, nails Cardiovascular: shock, arrhythmias. CNS: encephalopathy,
-    peripheral neuropathy. Gastroenteritis; pan- cytopenia; cancer (many sites) Inhibits
-    enzymes; interferes with oxidative phosphorylation; alters cell signaling, gene
-    expression Methylation. Renal (major); sweat and feces (minor) Lead Inorganic
-    lead oxides and salts Gastrointestinal, respiratory Soft tissues; redistributed
-    to skeleton (> 90% of adult body burden) CNS deficits; peripheral neuropathy;
-    ane- mia; nephropathy; hypertension; reproductive toxicity Inhibits enzymes; interferes
-    with essential cations; alters membrane structure Renal (major); feces and breast
-    milk (minor) Organic (tetraethyl lead) Skin, gastrointesti- nal, respiratory Soft
-    tissues, especially liver, CNS Encephalopathy Hepatic dealkylation (fast) → trialkyme-
-    tabolites (slow) → dissociation to lead Urine and feces (major); sweat (minor)
-    Mercury Elemental mercury Respiratory tract Soft tissues, especially kidney, CNS
-    CNS: tremor, behavioral (erethism); gingivo'
   - '61. Glucocorticoids for gastrointestinal use: See Chapter 62. REFERENCES Alesci
     S et al: Glucocorticoid-induced osteoporosis: From basic mechanisms to clinical
     aspects. Neuroimmunomodulation 2005;12:1. Bamberger CM, Schulte HM, Chrousos GP:
@@ -89,145 +67,6 @@ widget:
     suppression with corticosteroids. J Clin Endocrinol Metab 1965;25:11. Hochberg
     Z, Pacak K, Chrousos GP: Endocrine withdrawal syndromes. Endocrine Rev 2003;24:523.
     Kalantaridou S, Chrousos GP: Clinical review 148:'
-- source_sentence: Against Gram-Negative Carbapenems Cephalosporins Chloramphenicol
-    Daptomycin Tigecycline Oxazolidinones Penicillins Streptogramins Trimethoprim
-    TABLE 51–5 agents that dosage or are contraindicated patients hepatic Dosage Adjustment
-    in Impairment Renal Impairment Dosage Needed Hepatic Impairment Acyclovir, aztreonam,
-    carbapenems, clarithromycin, colistin, cycloserine, daptomycin, didanosine, ethionamide,
-    famciclovir, foscarnet, ganciclovir, penicillins,3 stavudine, telithromycin, tenofovir,
-    trimethoprim- Cidofovir, tetracyclines2 Amprenavir, atazanavir, erythromycin,
-    1Except 2Except doxycycline minocycline. 3Except antistaphylococcal penicillins
-    (eg, dicloxacillin). That Alter Antimicrobi
-  sentences:
-  - the body to colonize various organs in the process called metastasis. Such tumor
-    stem cells thus can express clonogenic (colony-forming) capability, and they are
-    characterized by chromosome abnormalities reflecting their genetic instability,
-    which leads to progressive selection of subclones that can survive more readily
-    in the multicellular environment of the host. This genetic instability also allows
-    them to become resistant to chemotherapy and radiotherapy. The invasive and metastatic
-    processes as well as a series of metabolic abnormalities associated with the cancer
-    result in tumor-related symptoms and eventual death of the patient unless the
-    neoplasm can be eradicated with treatment. 54 CAUSES OF CANCER The incidence,
-    geographic distribution, and behavior of specific types of cancer are related
-    to multiple factors, including sex, age, race, genetic predisposition, and exposure
-    to environmental car- cinogens. Of these factors, environmental exposure is probably
-    most important. Exposure to ionizing radiation has been well documented as a significant
-    risk factor for a number of cancers, including acute leukemias, thyroid cancer,
-    breast cancer, lung cancer, soft tissue sarcoma, and basal cell and squamous cell
-    skin cancers. Chemical carcinogens (particularly those in tobacco smoke) as well
-    as azo dyes, aflatoxins, asbestos, benzene, and radon have all been well documented
-    as leading to a wide range of human cancers. Several viruses have been implicated
-    in the etiology of various human cancers. For example, hepatitis B and hepatitis
-    C are asso- ciated with the development of hepatocellular cancer; HIV is associated
-    with Hodgkin’s and non-Hodgkin’s lymphomas; human papillomavirus is associated
-    with cervical cancer and head and neck cancer; and Ebstein-Barr virus is associated
-    with nasopharyn- geal cancer. Expression of virus-induced neoplasia may also depend
-    on additional host and environmental factors that modu- late the transformation
-    process. Cellular genes are known that are homologous to the transforming genes
-    of the retroviruses, a family
-  - Against Gram-Positive Cocci Against Gram-Negative Bacilli Aminoglycosides Aminoglycosides
-    Carbapenems Carbapenems Cephalosporins Chloramphenicol Chloramphenicol Quinolones
-    Clindamycin Rifampin Daptomycin Tetracyclines Glycopeptide antibiotics Tigecycline
-    Ketolides Macrolides Oxazolidinones Penicillins Quinolones Rifampin Streptogramins
-    Sulfonamides Tetracyclines Tigecycline Trimethoprim TABLE 51–5 Antimicrobial agents
-    that require dosage adjustment or are contraindicated in patients with renal or
-    hepatic impairment. Dosage Adjustment Needed in Renal Impairment Contraindicated
-    in Renal Impairment Dosage Adjustment Needed in Hepatic Impairment Acyclovir,
-    amantadine, aminoglycosides, aztreonam, carbapenems, cephalosporins,1 clarithromycin,
-    colistin, cycloserine, daptomycin, didanosine, emtricitabine, ethambutol, ethionamide,
-    famciclovir, fluconazole, flucytosine, foscarnet, ganciclovir, lamivudine, penicillins,3
-    pyrazinamide, quinolones, 4 rimantadine, stavudine, telavancin, telbivudine, telithromycin,
-    tenofovir, terbinafine, trimethoprim- sulfamethoxazole, valacyclovir, vancomycin,
-    zidovudine Cidofovir, methenamine, nalidixic acid, nitrofurantoin, sulfonamides
-    (long-acting), tetracyclines2 Amprenavir, atazanavir, chloram- phenicol, clindamycin,
-    erythromycin, fosamprenavir, indinavir, metronida- zole, rimantadine, tigecycline
-    1Except ceftriaxone. 2Except doxycycline and possibly minocycline. 3Except antistaphylococcal
-    penicillins (eg, nafcillin and dicloxacillin). 4Except moxifloxacin. Conditions
-    That Alter Antimicrobi
-  - host disease after allogeneic stem cell trans- plantation. Cyclosporine has also
-    proved useful in a variety of autoimmune disorders, including uveitis, rheumatoid
-    arthritis, psoriasis, and asthma. Its combination with newer agents is show- ing
-    considerable efficacy in clinical and experimental settings where effective and
-    less toxic immunosuppression is needed. Newer for- mulations of cyclosporine have
-    been developed that are improving patient compliance (smaller, better tasting
-    pills) and increasing bioavailability. Tacrolimus Tacrolimus (FK 506) is an immunosuppressant
-    macrolide antibi- otic produced by Streptomyces tsukubaensis. It is not chemically
-    related to cyclosporine, but their mechanisms of action are similar. Both drugs
-    bind to cytoplasmic peptidylprolyl isomerases that are abundant in all tissues.
-    While cyclosporine binds to cyclophilin, tacrolimus binds to the immunophilin
-    FK-binding protein (FKBP). Both complexes inhibit calcineurin, which is necessary
-    for the activation of the T-cell-specific transcription factor NF-AT. On a weight
-    basis, tacrolimus is 10–100 times more potent than cyclosporine in inhibiting
-    immune responses. Tacrolimus is utilized for the same indications as cyclosporine,
-    particularly in organ and stem cell transplantation. Multicenter studies in the
-    USA and in Europe indicate that both graft and patient survival are similar for
-    the two drugs. Tacrolimus has proved to be effective therapy for preventing rejection
-    in solid-organ transplant patients even after failure of standard rejection therapy,
-    including anti-T- cell antibodies. It is now considered a standard prophylactic
-    agent (usually in combination with methotrexate or mycophenolate mofetil) for
-    graft-versus-host disease. Tacrolimus can be administered orally or intravenously.
-    The half-life of the intravenous form is approximately 9–12 hours. Like cyclosporine,
-    tacrolimus is metabolized primarily by P450 enzymes in the liver, and there is
-    potential for drug interactions. The dosage is determined by trough blood level
-    at
-- source_sentence: Antiprotozoal 923 therapy many strains of P and is a of recommended
-    chemopro- for in malaria-endemic with chloroquine-resistant is a synthetic 4-quinoline
-    is related to quinine. It only be given orally because local with parenteral It
-    is absorbed, and peak reached 18 Mefloquine is extensively distrib- uted and eliminated
-    treat- ment The terminal elimination about 20 days, weekly dosing ing, steady-state
-    levels are over a weeks; this shortened beginning a with consecutive although
-    is stan- practice. slowly mainly the The can in the after of & Mefloquine has
-    P falciparum vivax, but not against The mechanism of action is to mefloquine from
-    areas. appears regions Mefloquine quinine with Clinical Uses A. Chemoprophylaxis
-    Mefloquine prophylaxis most
-  sentences:
-  - CHAPTER 52 Antiprotozoal Drugs 923 MEFLOQUINE Mefloquine is effective therapy
-    for many chloroquine-resistant strains of P falciparum and against other species.
-    Although toxicity is a concern, mefloquine is one of the recommended chemopro-
-    phylactic drugs for use in most malaria-endemic regions with chloroquine-resistant
-    strains. Chemistry & Pharmacokinetics Mefloquine hydrochloride is a synthetic
-    4-quinoline methanol that is chemically related to quinine. It can only be given
-    orally because severe local irritation occurs with parenteral use. It is well
-    absorbed, and peak plasma concentrations are reached in about 18 hours. Mefloquine
-    is highly protein-bound, extensively distrib- uted in tissues, and eliminated
-    slowly, allowing a single-dose treat- ment regimen. The terminal elimination half-life
-    is about 20 days, allowing weekly dosing for chemoprophylaxis. With weekly dos-
-    ing, steady-state drug levels are reached over a number of weeks; this interval
-    can be shortened to 4 days by beginning a course with three consecutive daily
-    doses of 250 mg, although this is not stan- dard practice. Mefloquine and acid
-    metabolites of the drug are slowly excreted, mainly in the feces. The drug can
-    be detected in the blood for months after the completion of therapy. Antimalarial
-    Action & Resistance Mefloquine has strong blood schizonticidal activity against
-    P falciparum and P vivax, but it is not active against hepatic stages or gametocytes.
-    The mechanism of action of mefloquine is unknown. Sporadic resistance to mefloquine
-    has been reported from many areas. At present, resistance appears to be uncommon
-    except in regions of Southeast Asia with high rates of multidrug resistance (especially
-    border areas of Thailand). Mefloquine resis- tance appears to be associated with
-    resistance to quinine and halofantrine but not with resistance to chloroquine.
-    Clinical Uses A. Chemoprophylaxis Mefloquine is effective in prophylaxis against
-    most strain
-  - 938 SECTION VIII Chemotherapeutic Drugs Clinical Uses Albendazole is administered
-    on an empty stomach when used against intraluminal parasites but with a fatty
-    meal when used against tissue parasites. A. Ascariasis, Trichuriasis, and Hookworm
-    and Pinworm Infections For adults and children older than 2 years of age with
-    ascariasis and hookworm infections, the treatment is a single dose of 400 mg TABLE
-    53–1 Drugs for the treatment of helminthic infections. 1 Infecting Organism Drug
-    of Choice Alternative Drugs Roundworms (nematodes) Ascaris lumbricoides (roundworm)
-    Albendazole or pyrantel pamoate or mebendazole Ivermectin, piperazine Trichuris
-    trichiura (whipworm) Mebendazole or albendazole Ivermectin Necator americanus
-    (hookworm); Ancylostoma duodenale (hookworm) Albendazole or mebendazole or pyrantel
-    pamoate Strongyloides stercoralis (threadworm) Ivermectin Albendazole or thiabendazole
-    Enterobius vermicularis (pinworm) Mebendazole or pyrantel pamoate Albendazole
-    Trichinella spiralis (trichinosis) Mebendazole or albendazole; add corticosteroids
-    for severe infection Trichostrongylus species Pyrantel pamoate or mebendazole
-    Albendazole Cutaneous larva migrans (creeping eruption) Albendazole or ivermectin
-    Thiabendazole (topical) Visceral larva migrans Albendazole Mebendazole Angiostrongylus
-    cantonensis Albendazole or mebendazole Wuchereria bancrofti (filariasis); Brugia
-    malayi (filariasis); tropical eosinophilia; Loa loa (loiasis) Diethylcarbamazine
-    Ivermectin Onchocerca volvulus (onchocerciasis) Ivermectin Dracunculus medinensis
-    (guinea worm) Metronidazole Thiabendazole or mebendazole Capillaria philippinensis
-    (intestinal capillariasis) Albendazole Mebendazole Flukes (trematodes) Schistosoma
-    haematobium (bilharziasis)
   - safely and effectively combined with 5-FU-, irinotecan-, and oxaliplatin-based
     chemotherapy in the treatment of metastatic colorectal cancer. Bevacizumab is
     FDA approved as a first-line treatment for metastatic colorectal cancer in combination
@@ -252,17 +91,39 @@ widget:
     Sorafenib, sunitinib, and pazopanib are metabolized in the liver by the CYP3A4
     system, and elimination is primarily hepatic with excretion in feces. Each of
     these agents has potential interac-
-- source_sentence: Endocrine is gland, increases phate reduce the enhanced feedback
-    regulation the effect PTH to calcium and reduce Likewise, and at levels the D
-    kidney increase amount produced. High reducing PTH works by FGF23 1,25(OH) 2 raises
-    phosphate, whereas 2 D has such is appropriate. 1,25(OH) D of on serum inhibitory
-    effect negative feedback patients producing 1,25(OH) loss feedback coupled with
-    impaired and intestinal calcium leads to hyperparathyroidism. The of 2 D inhibit
-    being exploited with analogs serum calcium their drugs are useful roidism accompanying
-    chronic disease in of primary 1,25(OH) also stimulates production completes negative
-    feedback loop inhibits 1,25(OH) production while promoting hypophosphatemia, which
-    turn production 1,25(OH) D production. SECONDARY HOMEOST
+- source_sentence: 774 VII that detected by parathyroid gland, increases in serum
+    phos- levels reduce the secretion. regulation is the net PTH serum calcium and
+    reduce serum at the amount increase the amount 24,25(OH) D produced. serum calcium
+    by reducing secretion. High phosphate by D calcium phosphate, has less effect,
+    such feedback is again appropriate. 1,25(OH) effect PTH patients chronic are loss
+    this 2 D-mediated loop intestinal absorption often leads secondary The D to PTH
+    being exploited with of absorption. Such useful the management of hyperparathy-
+    roidism chronic kidney be of 1,25(OH) also production This the loop in that FGF23
+    2 D promoting hypophosphatemia, turn inhibits and 2 production. HORMONAL OF
   sentences:
+  - rier only when the meninges are inflamed. Concentrations in cerebrospinal fluid
+    are highly variable, ranging from 4% to 64% of serum levels in the setting of
+    meningeal inflammation. As with all antituberculous drugs, resistance to ethambutol
+    emerges rapidly when the drug is used alone. Therefore, ethambutol is always given
+    in combination with other antituberculous drugs. Ethambutol hydrochloride, 15–25
+    mg/kg, is usually given as a single daily dose in combination with isoniazid or
+    rifampin. The higher dose is recommended for treatment of tuberculous menin- gitis.
+    The dose of ethambutol is 50 mg/kg when a twice-weekly dosing schedule is used.
+    Adverse Reactions Hypersensitivity to ethambutol is rare. The most common serious
+    adverse event is retrobulbar neuritis, resulting in loss of visual acuity and
+    red-green color blindness. This dose-related adverse effect is more likely to
+    occur at dosages of 25 mg/kg/d continued for several months. At 15 mg/kg/d or
+    less, visual disturbances are very rare. Periodic visual acuity testing is desirable
+    if the 25 mg/kg/d dosage is used. Ethambutol is relatively contraindicated in
+    chil- dren too young to permit assessment of visual acuity and red- green color
+    discrimination. PYRAZINAMIDE Pyrazinamide (PZA) is a relative of nicotinamide.
+    It is stable and slightly soluble in water. It is inactive at neutral pH, but
+    at pH 5.5 it inhibits tubercle bacilli at concentrations of approximately 20 mcg/mL.
+    The drug is taken up by macrophages and exerts its activity against mycobacteria
+    residing within the acidic environ- ment of lysosomes. Pyrazinamide (PZA) N C
+    O NH2 N Mechanism of Action & Clinical Uses Pyrazinamide is converted to pyrazinoic
+    acid—the active form of the drug—by mycobacterial pyrazinamidase, which is encoded
+    by
   - 774 SECTION VII Endocrine Drugs that is detected by the parathyroid gland, increases
     in serum phos- phate levels reduce the ionized calcium, leading to enhanced PTH
     secretion. Such feedback regulation is appropriate to the net effect of PTH to
@@ -287,72 +148,44 @@ widget:
     feedback loop in that FGF23 inhibits 1,25(OH) 2 D production while promoting hypophosphatemia,
     which in turn inhibits FGF23 production and stimulates 1,25(OH) 2 D production.
     SECONDARY HORMONAL REGULATORS OF BONE MINERAL HOMEOST
-  - ke). Equine and ovine antivenoms are available for rattle- snake envenomations,
-    but only equine antivenom is available for coral snake bite. The ovine antivenom
-    is a Fab preparation and is less immunogenic than whole equine IgG antivenoms,
-    but retains the ability to neutralize the rattlesnake venom. MONOCLONAL ANTIBODIES
-    (MABs ) Recent advances in the ability to manipulate the genes of immu- noglobulins
-    have resulted in development of a wide array of humanized and chimeric monoclonal
-    antibodies directed against therapeutic targets. The only murine elements of humanized
-    monoclonal antibodies are the complementarity-determining regions in the variable
-    domains of immunoglobulin heavy and light chains. Complementarity-determining
-    regions are primarily responsible for the antigen-binding capacity of antibodies.
-    Chimeric antibodies typically contain antigen-binding murine variable regions
-    and human constant regions. The following are brief descriptions of the engineered
-    antibodies that have been approved by the FDA. Antitumor MABs Alemtuzumab is a
-    humanized IgG 1 with a kappa chain that binds to CD52 found on normal and malignant
-    B and T lymphocytes, NK cells, monocytes, macrophages, and a small population
-    of granulocytes. Currently, alemtuzumab is approved for the treatment of B-cell
-    chronic lymphocytic leukemia in patients who have been treated with alkylating
-    agents and have failed fludarabine therapy. Alemtuzumab appears to deplete leukemic
-    and normal cells by direct antibody-dependent lysis. Patients receiving this antibody
-    become lymphopenic and may also become neutro- penic, anemic, and thrombocytopenic.
-    As a result patients should be closely monitored for opportunistic infections
-    and hemato- logic toxicity. Bevacizumab is a humanized IgG 1 monoclonal antibody
-    that binds to vascular endothelial growth factor (VEGF) and inhibits VEGF from
-    binding to its receptor, especially on endothelial cells. It is an antiangiogenic
-    drug that
-  - rier only when the meninges are inflamed. Concentrations in cerebrospinal fluid
-    are highly variable, ranging from 4% to 64% of serum levels in the setting of
-    meningeal inflammation. As with all antituberculous drugs, resistance to ethambutol
-    emerges rapidly when the drug is used alone. Therefore, ethambutol is always given
-    in combination with other antituberculous drugs. Ethambutol hydrochloride, 15–25
-    mg/kg, is usually given as a single daily dose in combination with isoniazid or
-    rifampin. The higher dose is recommended for treatment of tuberculous menin- gitis.
-    The dose of ethambutol is 50 mg/kg when a twice-weekly dosing schedule is used.
-    Adverse Reactions Hypersensitivity to ethambutol is rare. The most common serious
-    adverse event is retrobulbar neuritis, resulting in loss of visual acuity and
-    red-green color blindness. This dose-related adverse effect is more likely to
-    occur at dosages of 25 mg/kg/d continued for several months. At 15 mg/kg/d or
-    less, visual disturbances are very rare. Periodic visual acuity testing is desirable
-    if the 25 mg/kg/d dosage is used. Ethambutol is relatively contraindicated in
-    chil- dren too young to permit assessment of visual acuity and red- green color
-    discrimination. PYRAZINAMIDE Pyrazinamide (PZA) is a relative of nicotinamide.
-    It is stable and slightly soluble in water. It is inactive at neutral pH, but
-    at pH 5.5 it inhibits tubercle bacilli at concentrations of approximately 20 mcg/mL.
-    The drug is taken up by macrophages and exerts its activity against mycobacteria
-    residing within the acidic environ- ment of lysosomes. Pyrazinamide (PZA) N C
-    O NH2 N Mechanism of Action & Clinical Uses Pyrazinamide is converted to pyrazinoic
-    acid—the active form of the drug—by mycobacterial pyrazinamidase, which is encoded
-    by
-- source_sentence: Agents 49–1 Agents to or prevent herpes simplex virus and varicella-zoster
-    virus (VZV) Route Administration Use Recommended Dosage and Regimen Acyclovir1
-    First herpes 400 tid 5 times daily 7–10 days Recurrent genital herpes treatment
-    or 200 daily or 800 bid or 800 mg tid × days in the HIV-infected mg 3–5 daily
-    days in the HIV-infected mg times Orolabial herpes 400 mg 5 × 5 treatment 800
-    qid treatment mg 5 days Intravenous mg/kg Mucocutaneous herpes the host treatment
-    q8h × mg/kg × days HSV 10–20 Varicella or zoster in the immunosuppressed host
-    × Topical (5% cream) Herpes labialis covering times × 4 days First genital herpes
-    500 × Recurrent treatment × 1 Genital in bid Genital herpes herpes suppression
-    the mg bid 1500 mg Orolabial suppression 250-500 mg mg tid × 7 treatment 10 days
-    Recurrent treatment 500 days Genital in HIV-infected treatment 5–10 herpes herpes
-    suppression HIV
+  - host disease after allogeneic stem cell trans- plantation. Cyclosporine has also
+    proved useful in a variety of autoimmune disorders, including uveitis, rheumatoid
+    arthritis, psoriasis, and asthma. Its combination with newer agents is show- ing
+    considerable efficacy in clinical and experimental settings where effective and
+    less toxic immunosuppression is needed. Newer for- mulations of cyclosporine have
+    been developed that are improving patient compliance (smaller, better tasting
+    pills) and increasing bioavailability. Tacrolimus Tacrolimus (FK 506) is an immunosuppressant
+    macrolide antibi- otic produced by Streptomyces tsukubaensis. It is not chemically
+    related to cyclosporine, but their mechanisms of action are similar. Both drugs
+    bind to cytoplasmic peptidylprolyl isomerases that are abundant in all tissues.
+    While cyclosporine binds to cyclophilin, tacrolimus binds to the immunophilin
+    FK-binding protein (FKBP). Both complexes inhibit calcineurin, which is necessary
+    for the activation of the T-cell-specific transcription factor NF-AT. On a weight
+    basis, tacrolimus is 10–100 times more potent than cyclosporine in inhibiting
+    immune responses. Tacrolimus is utilized for the same indications as cyclosporine,
+    particularly in organ and stem cell transplantation. Multicenter studies in the
+    USA and in Europe indicate that both graft and patient survival are similar for
+    the two drugs. Tacrolimus has proved to be effective therapy for preventing rejection
+    in solid-organ transplant patients even after failure of standard rejection therapy,
+    including anti-T- cell antibodies. It is now considered a standard prophylactic
+    agent (usually in combination with methotrexate or mycophenolate mofetil) for
+    graft-versus-host disease. Tacrolimus can be administered orally or intravenously.
+    The half-life of the intravenous form is approximately 9–12 hours. Like cyclosporine,
+    tacrolimus is metabolized primarily by P450 enzymes in the liver, and there is
+    potential for drug interactions. The dosage is determined by trough blood level
+    at
+- source_sentence: Antiviral 865 TABLE Agents or (HSV) varicella-zoster virus (VZV)
+    Administration Recommended Dosage and Regimen Acyclovir1 Oral First treatment
+    mg tid mg 5 daily × Recurrent genital herpes mg 200 times daily 800 bid 3–5 tid
+    2 days Genital the host treatment Genital in host treatment 5 until healed Orolabial
+    treatment × days Varicella years) 800 mg qid days Zoster daily Intravenous HSV
+    5 in host mg/kg treatment 10–15 days Neonatal HSV infection 10–20 mg/kg × Varicella
+    the host treatment mg/kg q8h days (5% treatment lesion 4 Famciclovir1 episode
+    treatment mg × days genital 1000 day Genital in HIV-infected 500 5–10 days herpes
+    250 Genital in the HIV-infected 500 bid Orolabial or suppression 250-500 mg mg
+    days Oral herpes 1000 mg bid × 10 Recurrent mg Genital herpes HIV-infected 5–10
+    days herpes once suppression the
   sentences:
-  - Primaquine is the drug of choice for the eradication of dormant liver forms of
-    P vivax and P ovale and can also be used for chemo- prophylaxis against all malarial
-    species. Chemistry & Pharmacokinetics Primaquine phosphate is a synthetic 8-aminoquinoline
-    ( Figure 52–2 ). The drug is well absorbed orally, reaching peak plasma levels
-    in
   - CHAPTER 49 Antiviral Agents 865 TABLE 49–1 Agents to treat or prevent herpes simplex
     virus (HSV) and varicella-zoster virus (VZV) infections. Route of Administration
     Use Recommended Adult Dosage and Regimen Acyclovir1 Oral First episode genital
@@ -378,6 +211,81 @@ widget:
     mg bid × 3 days Genital herpes in the HIV-infected host treatment 500–1000 mg
     bid × 5–10 days Genital herpes suppression 500–1000 mg once daily Genital herpes
     suppression in the HIV
+  - LA Human leukocyte antigen IFN Interferon IGIV Immune globulin intravenous IL
+    Interleukin LFA Leukocyte function-associated antigen MAB Monoclonal antibody
+    MHC Major histocompatibility complex NK cell Natural killer cell SCID Severe combined
+    immunodeficiency disease TCR T-cell receptor TGF-a Transforming growth factor-β
+    TH1, TH2 T helper cell types 1 and 2 TNF Tumor necrosis factor
+  - ', especially in adults with impaired renal function and prolonged elevation of
+    drug levels. The sudden absorption of postoperatively instilled kanamycin from
+    the peritoneal cavity (3–5 g) has resulted in curare-like neu- romuscular blockade
+    and respiratory arrest. Calcium gluconate and neostigmine can act as antidotes.
+    Although hypersensitivity is not common, prolonged applica- tion of neomycin-containing
+    ointments to skin and eyes has resulted in severe allergic reactions. ■ SPECTINOMYCIN
+    Spectinomycin is an aminocyclitol antibiotic that is structurally related to aminoglycosides.
+    It lacks amino sugars and glycosidic bonds. NH HN CH3 O O CH3 Spectinomycin O
+    CH3 HO O OH OH Spectinomycin is active in vitro against many gram-positive and
+    gram-negative organisms, but it is used almost solely as an alternative treatment
+    for drug-resistant gonorrhea or gonorrhea in penicillin-allergic patients. The
+    majority of gonococcal isolates are inhibited by 6 mcg/mL of spectinomycin. Strains
+    of gonococci may be resistant to spectinomycin, but there is no cross-resistance
+    with other drugs used in gonorrhea. Spectinomycin is rapidly absorbed after intramuscular
+    injection. A single dose of 40 mg/kg up to a maximum of 2 g is given. There is
+    pain at the injection site and, occasionally, fever and nausea. Nephrotoxicity
+    and anemia have been observed rarely. Spectinomycin is no longer available for
+    use in the United States but may be available elsewhere.'
+- source_sentence: Against Gram-Positive Bacilli Aminoglycosides Carbapenems Carbapenems
+    Cephalosporins Chloramphenicol Tetracyclines Macrolides Penicillins Sulfonamides
+    Tetracyclines Tigecycline Trimethoprim TABLE Antimicrobial that require are in
+    with hepatic impairment. Dosage Needed in Contraindicated in Dosage Adjustment
+    Impairment amantadine, aminoglycosides, carbapenems, cycloserine, didanosine,
+    ethionamide, penicillins,3 pyrazinamide, stavudine, telavancin, telbivudine, telithromycin,
+    tenofovir, terbinafine, valacyclovir, zidovudine acid, (long-acting), tetracyclines2
+    Amprenavir, phenicol, indinavir, metronida- 2Except doxycycline and minocycline.
+    nafcillin and 4Except Alter Antimicrobi
+  sentences:
+  - Against Gram-Positive Cocci Against Gram-Negative Bacilli Aminoglycosides Aminoglycosides
+    Carbapenems Carbapenems Cephalosporins Chloramphenicol Chloramphenicol Quinolones
+    Clindamycin Rifampin Daptomycin Tetracyclines Glycopeptide antibiotics Tigecycline
+    Ketolides Macrolides Oxazolidinones Penicillins Quinolones Rifampin Streptogramins
+    Sulfonamides Tetracyclines Tigecycline Trimethoprim TABLE 51–5 Antimicrobial agents
+    that require dosage adjustment or are contraindicated in patients with renal or
+    hepatic impairment. Dosage Adjustment Needed in Renal Impairment Contraindicated
+    in Renal Impairment Dosage Adjustment Needed in Hepatic Impairment Acyclovir,
+    amantadine, aminoglycosides, aztreonam, carbapenems, cephalosporins,1 clarithromycin,
+    colistin, cycloserine, daptomycin, didanosine, emtricitabine, ethambutol, ethionamide,
+    famciclovir, fluconazole, flucytosine, foscarnet, ganciclovir, lamivudine, penicillins,3
+    pyrazinamide, quinolones, 4 rimantadine, stavudine, telavancin, telbivudine, telithromycin,
+    tenofovir, terbinafine, trimethoprim- sulfamethoxazole, valacyclovir, vancomycin,
+    zidovudine Cidofovir, methenamine, nalidixic acid, nitrofurantoin, sulfonamides
+    (long-acting), tetracyclines2 Amprenavir, atazanavir, chloram- phenicol, clindamycin,
+    erythromycin, fosamprenavir, indinavir, metronida- zole, rimantadine, tigecycline
+    1Except ceftriaxone. 2Except doxycycline and possibly minocycline. 3Except antistaphylococcal
+    penicillins (eg, nafcillin and dicloxacillin). 4Except moxifloxacin. Conditions
+    That Alter Antimicrobi
+  - 'of the integrity of membranes in cells and organelles. A. Nervous System The
+    developing central nervous system of the fetus and young child is the most sensitive
+    target organ for lead’s toxic effect. Epidemiologic studies suggest that blood
+    lead concentrations even less than 5 mcg/dL may result in subclinical deficits
+    in neurocog- nitive function in lead-exposed young children, with no demon- strable
+    threshold for a “no effect” level. The dose response between TABLE 57–1 Toxicology
+    of selected arsenic, lead, and mercury compounds. Form Entering Body Major Route
+    of Absorption Distribution Major Clinical Effects Key Aspects of Mechanism Metabolism
+    and Elimination Arsenic Inorganic arsenic salts Gastrointestinal, respiratory
+    (all mucosal surfaces) Predominantly soft tissues (highest in liver, kidney).
+    Avidly bound in skin, hair, nails Cardiovascular: shock, arrhythmias. CNS: encephalopathy,
+    peripheral neuropathy. Gastroenteritis; pan- cytopenia; cancer (many sites) Inhibits
+    enzymes; interferes with oxidative phosphorylation; alters cell signaling, gene
+    expression Methylation. Renal (major); sweat and feces (minor) Lead Inorganic
+    lead oxides and salts Gastrointestinal, respiratory Soft tissues; redistributed
+    to skeleton (> 90% of adult body burden) CNS deficits; peripheral neuropathy;
+    ane- mia; nephropathy; hypertension; reproductive toxicity Inhibits enzymes; interferes
+    with essential cations; alters membrane structure Renal (major); feces and breast
+    milk (minor) Organic (tetraethyl lead) Skin, gastrointesti- nal, respiratory Soft
+    tissues, especially liver, CNS Encephalopathy Hepatic dealkylation (fast) → trialkyme-
+    tabolites (slow) → dissociation to lead Urine and feces (major); sweat (minor)
+    Mercury Elemental mercury Respiratory tract Soft tissues, especially kidney, CNS
+    CNS: tremor, behavioral (erethism); gingivo'
   - 708 SECTION VII Endocrine Drugs marked adverse effects because there is a recovery
     period between each dose. The transition to an alternate-day schedule can be made
     after the disease process is under control. It should be done gradu- ally and
@@ -402,6 +310,90 @@ widget:
     FLUDROCORTISONE) The most important mineralocorticoid in humans is aldosterone.
     However, small amounts of deoxycorticosterone (DOC) are also formed and released.
     Although the amount is normally insignifi- cant, DOC was of some importance therapeut
+- source_sentence: Antiprotozoal 923 MEFLOQUINE Mefloquine is effective therapy of
+    other Although toxicity is mefloquine one recommended for most regions with Chemistry
+    Mefloquine is 4-quinoline methanol is chemically quinine. can given because local
+    irritation with parenteral and hours. Mefloquine highly uted and treat- regimen.
+    elimination half-life about 20 allowing dosing chemoprophylaxis. With dos- drug
+    reached over number of interval can be shortened to 4 with daily doses 250 mg,
+    this is not and metabolites of in can be in the months completion therapy. Antimalarial
+    Action & strong P falciparum P is hepatic stages or gametocytes. The of unknown.
+    Sporadic mefloquine been from areas. At resistance appears to uncommon regions
+    Asia high rates border areas resis- tance quinine resistance to Clinical in
+  sentences:
+  - 938 SECTION VIII Chemotherapeutic Drugs Clinical Uses Albendazole is administered
+    on an empty stomach when used against intraluminal parasites but with a fatty
+    meal when used against tissue parasites. A. Ascariasis, Trichuriasis, and Hookworm
+    and Pinworm Infections For adults and children older than 2 years of age with
+    ascariasis and hookworm infections, the treatment is a single dose of 400 mg TABLE
+    53–1 Drugs for the treatment of helminthic infections. 1 Infecting Organism Drug
+    of Choice Alternative Drugs Roundworms (nematodes) Ascaris lumbricoides (roundworm)
+    Albendazole or pyrantel pamoate or mebendazole Ivermectin, piperazine Trichuris
+    trichiura (whipworm) Mebendazole or albendazole Ivermectin Necator americanus
+    (hookworm); Ancylostoma duodenale (hookworm) Albendazole or mebendazole or pyrantel
+    pamoate Strongyloides stercoralis (threadworm) Ivermectin Albendazole or thiabendazole
+    Enterobius vermicularis (pinworm) Mebendazole or pyrantel pamoate Albendazole
+    Trichinella spiralis (trichinosis) Mebendazole or albendazole; add corticosteroids
+    for severe infection Trichostrongylus species Pyrantel pamoate or mebendazole
+    Albendazole Cutaneous larva migrans (creeping eruption) Albendazole or ivermectin
+    Thiabendazole (topical) Visceral larva migrans Albendazole Mebendazole Angiostrongylus
+    cantonensis Albendazole or mebendazole Wuchereria bancrofti (filariasis); Brugia
+    malayi (filariasis); tropical eosinophilia; Loa loa (loiasis) Diethylcarbamazine
+    Ivermectin Onchocerca volvulus (onchocerciasis) Ivermectin Dracunculus medinensis
+    (guinea worm) Metronidazole Thiabendazole or mebendazole Capillaria philippinensis
+    (intestinal capillariasis) Albendazole Mebendazole Flukes (trematodes) Schistosoma
+    haematobium (bilharziasis)
+  - CHAPTER 52 Antiprotozoal Drugs 923 MEFLOQUINE Mefloquine is effective therapy
+    for many chloroquine-resistant strains of P falciparum and against other species.
+    Although toxicity is a concern, mefloquine is one of the recommended chemopro-
+    phylactic drugs for use in most malaria-endemic regions with chloroquine-resistant
+    strains. Chemistry & Pharmacokinetics Mefloquine hydrochloride is a synthetic
+    4-quinoline methanol that is chemically related to quinine. It can only be given
+    orally because severe local irritation occurs with parenteral use. It is well
+    absorbed, and peak plasma concentrations are reached in about 18 hours. Mefloquine
+    is highly protein-bound, extensively distrib- uted in tissues, and eliminated
+    slowly, allowing a single-dose treat- ment regimen. The terminal elimination half-life
+    is about 20 days, allowing weekly dosing for chemoprophylaxis. With weekly dos-
+    ing, steady-state drug levels are reached over a number of weeks; this interval
+    can be shortened to 4 days by beginning a course with three consecutive daily
+    doses of 250 mg, although this is not stan- dard practice. Mefloquine and acid
+    metabolites of the drug are slowly excreted, mainly in the feces. The drug can
+    be detected in the blood for months after the completion of therapy. Antimalarial
+    Action & Resistance Mefloquine has strong blood schizonticidal activity against
+    P falciparum and P vivax, but it is not active against hepatic stages or gametocytes.
+    The mechanism of action of mefloquine is unknown. Sporadic resistance to mefloquine
+    has been reported from many areas. At present, resistance appears to be uncommon
+    except in regions of Southeast Asia with high rates of multidrug resistance (especially
+    border areas of Thailand). Mefloquine resis- tance appears to be associated with
+    resistance to quinine and halofantrine but not with resistance to chloroquine.
+    Clinical Uses A. Chemoprophylaxis Mefloquine is effective in prophylaxis against
+    most strain
+  - the body to colonize various organs in the process called metastasis. Such tumor
+    stem cells thus can express clonogenic (colony-forming) capability, and they are
+    characterized by chromosome abnormalities reflecting their genetic instability,
+    which leads to progressive selection of subclones that can survive more readily
+    in the multicellular environment of the host. This genetic instability also allows
+    them to become resistant to chemotherapy and radiotherapy. The invasive and metastatic
+    processes as well as a series of metabolic abnormalities associated with the cancer
+    result in tumor-related symptoms and eventual death of the patient unless the
+    neoplasm can be eradicated with treatment. 54 CAUSES OF CANCER The incidence,
+    geographic distribution, and behavior of specific types of cancer are related
+    to multiple factors, including sex, age, race, genetic predisposition, and exposure
+    to environmental car- cinogens. Of these factors, environmental exposure is probably
+    most important. Exposure to ionizing radiation has been well documented as a significant
+    risk factor for a number of cancers, including acute leukemias, thyroid cancer,
+    breast cancer, lung cancer, soft tissue sarcoma, and basal cell and squamous cell
+    skin cancers. Chemical carcinogens (particularly those in tobacco smoke) as well
+    as azo dyes, aflatoxins, asbestos, benzene, and radon have all been well documented
+    as leading to a wide range of human cancers. Several viruses have been implicated
+    in the etiology of various human cancers. For example, hepatitis B and hepatitis
+    C are asso- ciated with the development of hepatocellular cancer; HIV is associated
+    with Hodgkin’s and non-Hodgkin’s lymphomas; human papillomavirus is associated
+    with cervical cancer and head and neck cancer; and Ebstein-Barr virus is associated
+    with nasopharyn- geal cancer. Expression of virus-induced neoplasia may also depend
+    on additional host and environmental factors that modu- late the transformation
+    process. Cellular genes are known that are homologous to the transforming genes
+    of the retroviruses, a family
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
@@ -456,9 +448,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("RikoteMaster/embedder-granite")
 # Run inference
 sentences = [
-    'Agents 49–1 Agents to or prevent herpes simplex virus and varicella-zoster virus (VZV) Route Administration Use Recommended Dosage and Regimen Acyclovir1 First herpes 400 tid 5 times daily 7–10 days Recurrent genital herpes treatment or 200 daily or 800 bid or 800 mg tid × days in the HIV-infected mg 3–5 daily days in the HIV-infected mg times Orolabial herpes 400 mg 5 × 5 treatment 800 qid treatment mg 5 days Intravenous mg/kg Mucocutaneous herpes the host treatment q8h × mg/kg × days HSV 10–20 Varicella or zoster in the immunosuppressed host × Topical (5% cream) Herpes labialis covering times × 4 days First genital herpes 500 × Recurrent treatment × 1 Genital in bid Genital herpes herpes suppression the mg bid 1500 mg Orolabial suppression 250-500 mg mg tid × 7 treatment 10 days Recurrent treatment 500 days Genital in HIV-infected treatment 5–10 herpes herpes suppression HIV',
-    'CHAPTER 49 Antiviral Agents 865 TABLE 49–1 Agents to treat or prevent herpes simplex virus (HSV) and varicella-zoster virus (VZV) infections. Route of Administration Use Recommended Adult Dosage and Regimen Acyclovir1 Oral First episode genital herpes treatment 400 mg tid or 200 mg 5 times daily × 7–10 days Recurrent genital herpes treatment 400 mg tid or 200 mg 5 times daily or 800 mg bid × 3–5 days or 800 mg tid × 2 days Genital herpes in the HIV-infected host treatment 400 mg 3–5 times daily × 5–10 days Genital herpes suppression in the HIV-infected host 400–800 mg bid–tid Herpes proctitis treatment 400 mg 5 times daily until healed Orolabial herpes treatment 400 mg 5 times daily × 5 days Varicella treatment (age ≥ 2 years) 800 mg qid × 5 days Zoster treatment 800 mg 5 times daily × 7–10 days Intravenous Severe HSV treatment 5 mg/kg q8h × 7–10 days Mucocutaneous herpes in the immunocompromised host treatment 10 mg/kg q8h × 7–14 days Herpes encephalitis treatment 10–15 mg/kg q8h × 14–21 days Neonatal HSV infection treatment 10–20 mg/kg q8h × 14–21 days Varicella or zoster in the immunosuppressed host treatment 10 mg/kg q8h × 7 days Topical (5% cream) Herpes labialis treatment Thin film covering lesion 5 times daily × 4 days Famciclovir1 Oral First episode genital herpes treatment 500 mg tid × 5–10 days Recurrent genital herpes treatment 1000 mg bid × 1 day Genital herpes in the HIV-infected host treatment 500 mg bid × 5–10 days Genital herpes suppression 250 mg bid Genital herpes suppression in the HIV-infected host 500 mg bid Orolabial herpes treatment 1500 mg once Orolabial or genital herpes suppression 250-500 mg bid Zoster 500 mg tid × 7 days Valacyclovir1 Oral First episode genital herpes treatment 1000 mg bid × 10 days Recurrent genital herpes treatment 500 mg bid × 3 days Genital herpes in the HIV-infected host treatment 500–1000 mg bid × 5–10 days Genital herpes suppression 500–1000 mg once daily Genital herpes suppression in the HIV',
-    '708 SECTION VII Endocrine Drugs marked adverse effects because there is a recovery period between each dose. The transition to an alternate-day schedule can be made after the disease process is under control. It should be done gradu- ally and with additional supportive measures between doses. When selecting a drug for use in large doses, a medium- or intermediate-acting synthetic steroid with little mineralocorticoid effect is advisable. If possible, it should be given as a single morning dose. C. Special Dosage Forms Local therapy, such as topical preparations for skin disease, oph- thalmic forms for eye disease, intra-articular injections for joint disease, inhaled steroids for asthma, and hydrocortisone enemas for ulcerative colitis, provides a means of delivering large amounts of steroid to the diseased tissue with reduced systemic effects. Beclomethasone dipropionate, and several other glucocorti- coids—primarily budesonide, flunisolide, and mometasone furoate, administered as aerosols—have been found to be extremely useful in the treatment of asthma (see Chapter 20 ). Beclomethasone dipropionate, triamcinolone acetonide, budes- onide, flunisolide, and mometasone furoate are available as nasal sprays for the topical treatment of allergic rhinitis. They are effec- tive at doses (one or two sprays one, two, or three times daily) that in most patients result in plasma levels that are too low to influ- ence adrenal function or have any other systemic effects. Corticosteroids incorporated in ointments, creams, lotions, and sprays are used extensively in dermatology. These preparations are discussed in more detail in Chapter 61 . MINERALOCORTICOIDS (ALDOSTERONE, DEOXYCORTICOSTERONE, FLUDROCORTISONE) The most important mineralocorticoid in humans is aldosterone. However, small amounts of deoxycorticosterone (DOC) are also formed and released. Although the amount is normally insignifi- cant, DOC was of some importance therapeut',
+    'Antiprotozoal 923 MEFLOQUINE Mefloquine is effective therapy of other Although toxicity is mefloquine one recommended for most regions with Chemistry Mefloquine is 4-quinoline methanol is chemically quinine. can given because local irritation with parenteral and hours. Mefloquine highly uted and treat- regimen. elimination half-life about 20 allowing dosing chemoprophylaxis. With dos- drug reached over number of interval can be shortened to 4 with daily doses 250 mg, this is not and metabolites of in can be in the months completion therapy. Antimalarial Action & strong P falciparum P is hepatic stages or gametocytes. The of unknown. Sporadic mefloquine been from areas. At resistance appears to uncommon regions Asia high rates border areas resis- tance quinine resistance to Clinical in',
+    'CHAPTER 52 Antiprotozoal Drugs 923 MEFLOQUINE Mefloquine is effective therapy for many chloroquine-resistant strains of P falciparum and against other species. Although toxicity is a concern, mefloquine is one of the recommended chemopro- phylactic drugs for use in most malaria-endemic regions with chloroquine-resistant strains. Chemistry & Pharmacokinetics Mefloquine hydrochloride is a synthetic 4-quinoline methanol that is chemically related to quinine. It can only be given orally because severe local irritation occurs with parenteral use. It is well absorbed, and peak plasma concentrations are reached in about 18 hours. Mefloquine is highly protein-bound, extensively distrib- uted in tissues, and eliminated slowly, allowing a single-dose treat- ment regimen. The terminal elimination half-life is about 20 days, allowing weekly dosing for chemoprophylaxis. With weekly dos- ing, steady-state drug levels are reached over a number of weeks; this interval can be shortened to 4 days by beginning a course with three consecutive daily doses of 250 mg, although this is not stan- dard practice. Mefloquine and acid metabolites of the drug are slowly excreted, mainly in the feces. The drug can be detected in the blood for months after the completion of therapy. Antimalarial Action & Resistance Mefloquine has strong blood schizonticidal activity against P falciparum and P vivax, but it is not active against hepatic stages or gametocytes. The mechanism of action of mefloquine is unknown. Sporadic resistance to mefloquine has been reported from many areas. At present, resistance appears to be uncommon except in regions of Southeast Asia with high rates of multidrug resistance (especially border areas of Thailand). Mefloquine resis- tance appears to be associated with resistance to quinine and halofantrine but not with resistance to chloroquine. Clinical Uses A. Chemoprophylaxis Mefloquine is effective in prophylaxis against most strain',
+    'the body to colonize various organs in the process called metastasis. Such tumor stem cells thus can express clonogenic (colony-forming) capability, and they are characterized by chromosome abnormalities reflecting their genetic instability, which leads to progressive selection of subclones that can survive more readily in the multicellular environment of the host. This genetic instability also allows them to become resistant to chemotherapy and radiotherapy. The invasive and metastatic processes as well as a series of metabolic abnormalities associated with the cancer result in tumor-related symptoms and eventual death of the patient unless the neoplasm can be eradicated with treatment. 54 CAUSES OF CANCER The incidence, geographic distribution, and behavior of specific types of cancer are related to multiple factors, including sex, age, race, genetic predisposition, and exposure to environmental car- cinogens. Of these factors, environmental exposure is probably most important. Exposure to ionizing radiation has been well documented as a significant risk factor for a number of cancers, including acute leukemias, thyroid cancer, breast cancer, lung cancer, soft tissue sarcoma, and basal cell and squamous cell skin cancers. Chemical carcinogens (particularly those in tobacco smoke) as well as azo dyes, aflatoxins, asbestos, benzene, and radon have all been well documented as leading to a wide range of human cancers. Several viruses have been implicated in the etiology of various human cancers. For example, hepatitis B and hepatitis C are asso- ciated with the development of hepatocellular cancer; HIV is associated with Hodgkin’s and non-Hodgkin’s lymphomas; human papillomavirus is associated with cervical cancer and head and neck cancer; and Ebstein-Barr virus is associated with nasopharyn- geal cancer. Expression of virus-induced neoplasia may also depend on additional host and environmental factors that modu- late the transformation process. Cellular genes are known that are homologous to the transforming genes of the retroviruses, a family',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -518,13 +510,13 @@ You can finetune this model on your own dataset.
   |         | anchor                                                                             | positive                                                                             |
   |:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
   | type    | string                                                                             | string                                                                               |
-  | details | <ul><li>min: 4 tokens</li><li>mean: 99.53 tokens</li><li>max: 279 tokens</li></ul> | <ul><li>min: 14 tokens</li><li>mean: 245.16 tokens</li><li>max: 512 tokens</li></ul> |
+  | details | <ul><li>min: 3 tokens</li><li>mean: 99.93 tokens</li><li>max: 255 tokens</li></ul> | <ul><li>min: 14 tokens</li><li>mean: 245.16 tokens</li><li>max: 512 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
-  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>Advanced March 2022 Solving Notes by In this do the following: We Weight Update then use method to This is very fast solving these based on an 11 of in TCS, 2015” written Eggerling on notes Kaul that we last lecture. last lecture In lecture, we to the order to fairly smartly advice of the game-setting with days and N follows: . expert gives some advice: UP predicts, based on of the expert, or DOWN. with knowledge and aggregator’s the UP/DOWN outcome. observes the outcome suffers his was incorrect. by ε (the i w(1) i to 1. (All experts are equally the ning.) At t: based a weighted majority vote , . w(t) N ). • observing the cost vector, set w(t) i i (Discount Last lecture analyzed the case when ε 1/2. same proof Theorem sequence outcomes, duration and expert i #</code> | <code>Advanced Algorithms March 22, 2022 Lecture 9: Solving LPs using Multiplicative Weights Notes by Ola Svensson1 In this lecture we do the following: • We describe the Multiplicative Weight Update (actually Hedge) method. • We then use this method to solve covering LPs. • This is a very fast and simple (i.e., very attractive) method for solving these LPs approximately. These lecture notes are partly based on an updated version of “Lecture 11 of Topics in TCS, 2015” that were written by Vincent Eggerling and Simon Rodriguez and on the lecture notes by Shiva Kaul that we used in the last lecture. 1 Recall last lecture In the previous lecture, we saw how to use the weighted majority method in order to fairly smartly follow the advice of experts. Recall that the general game-setting with T days and N experts was as follows: For t = 1, . . . , T: 1. Each expert i ∈[N] gives some advice: UP or DOWN 2. Aggregator (you) predicts, based on the advice of the expert, UP or DOWN. 3. Adversary, with k...</code> |
-  | <code>analyzed the case when = same the following For any outcomes, T, and of of + O(log(N)/ε) These notes for the have not peer-reviewed and may contain inconsistent omit works.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | <code>Last lecture we analyzed the case when ε = 1/2. The same proof gives the following Theorem 1 For any sequence of outcomes, duration T, and expert i ∈[N], # of WM mistakes ≤2(1 + ε) · (# of i’s mistakes) + O(log(N)/ε) . 1Disclaimer: These notes were written as notes for the lecturer. They have not been peer-reviewed and may contain inconsistent notation, typos, and omit citations of relevant works. 1</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
-  | <code>proof by defining function: each t . Φ(t) = i∈[N] i . We lower the Φ(T +1) using of of then bound terms bound: of goes a mistake initial weight is 1, Φ(T +1) = w(T +1) j ≥w(T +1) = (1 −ε)# of i’s mistakes bound: Every errs, at least half the experts (since weighted weights are (1 follows that down factor (1 WM ≤Φ(1) · WM = (1 WM for the equality that N initialized a weight of 1. The above give us (1 i’s mistakes ≤Φ(T WM . logs on then statement. 2 the game: for randomized strategies In you proved that instances for which weighted twice as as expert! is will to of making prediction (that the adversary then create side note this often is to following days and experts: 1, ,</code>                                                                                             | <code>Proof [Sketch] The proof was done by defining a potential function: for each t = 1, . . . , T + 1, let Φ(t) = X i∈[N] w(t) i . We now lower bound the “final” potential Φ(T +1) using the number of mistakes of i. We then upper bound it in terms of our number of mistakes. Lower bound: The weight of expert i goes down by a factor (1 −ε) for each mistake i does. As the initial weight of i is 1, Φ(T +1) = X j∈[N] w(T +1) j ≥w(T +1) i = (1 −ε)# of i’s mistakes . Upper bound: Every time WM errs, at least half the weight of the experts was wrong (since weighted majority was wrong). These weights are then decreased by (1 −ε). It follows that the potential goes down by at least a factor (1 −ε/2) every time WM errs. And so Φ(T +1) ≤Φ(1) · (1 −ε/2)# of WM mistakes = N · (1 −ε/2)# of WM mistakes , where for the equality we used that Φ(1) = N since each expert was initialized with a weight of 1. The above bounds give us (1 −ε)# of i’s mistakes ≤Φ(T +1) ≤N · (1 −ε/2)# of WM mistakes . Taking logs on b...</code> |
+  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>March Lecture Solving using by Svensson1 In this following: We describe Multiplicative Hedge) • We this method to solve is these lecture are on of “Lecture 11 of in 2015” written and Simon Rodriguez and on by Kaul that the lecture previous we to use the majority method order to fairly general with days N experts as For t . , gives advice: 2. advice the expert, of and the decides 4. observes suffers was majority parameterized by ε “learning rate”), now as follows: • each i weight initialized 1. are trustworthy the ning.) each t: • Predict based on w(t) After observing the vector, i expert the lecture we case = following any sequence of i of WM mistake</code>                                                                                          | <code>Advanced Algorithms March 22, 2022 Lecture 9: Solving LPs using Multiplicative Weights Notes by Ola Svensson1 In this lecture we do the following: • We describe the Multiplicative Weight Update (actually Hedge) method. • We then use this method to solve covering LPs. • This is a very fast and simple (i.e., very attractive) method for solving these LPs approximately. These lecture notes are partly based on an updated version of “Lecture 11 of Topics in TCS, 2015” that were written by Vincent Eggerling and Simon Rodriguez and on the lecture notes by Shiva Kaul that we used in the last lecture. 1 Recall last lecture In the previous lecture, we saw how to use the weighted majority method in order to fairly smartly follow the advice of experts. Recall that the general game-setting with T days and N experts was as follows: For t = 1, . . . , T: 1. Each expert i ∈[N] gives some advice: UP or DOWN 2. Aggregator (you) predicts, based on the advice of the expert, UP or DOWN. 3. Adversary, with k...</code> |
+  | <code>Last ε The same proof the For duration expert i ∈[N], of WM mistakes ε) · (# i’s mistakes) + O(log(N)/ε) 1Disclaimer: notes They not been and may typos,</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | <code>Last lecture we analyzed the case when ε = 1/2. The same proof gives the following Theorem 1 For any sequence of outcomes, duration T, and expert i ∈[N], # of WM mistakes ≤2(1 + ε) · (# of i’s mistakes) + O(log(N)/ε) . 1Disclaimer: These notes were written as notes for the lecturer. They have not been peer-reviewed and may contain inconsistent notation, typos, and omit citations of relevant works. 1</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
+  | <code>[Sketch] The proof done by potential function: for each = 1, . , 1, Φ(t) = i We lower potential the mistakes of i. We it in of our mistakes. The weight of expert down by a −ε) i does. As weight is 1, Φ(T +1) = +1) ≥w(T +1) = (1 −ε)# of . Every the experts was (since majority weights are (1 −ε). that the factor every time Φ(T −ε/2)# mistakes = N −ε/2)# , equality used that = was initialized with a weight above bounds give us (1 mistakes ≤N · (1 of . sides, allowing for randomized strategies In the exercises, you proved that are instances for weighted This overcome this we allow random instead of always making prediction the to create A is often general is often good the of adversaries. Allowing randomized leads to following with T t . . ,</code> | <code>Proof [Sketch] The proof was done by defining a potential function: for each t = 1, . . . , T + 1, let Φ(t) = X i∈[N] w(t) i . We now lower bound the “final” potential Φ(T +1) using the number of mistakes of i. We then upper bound it in terms of our number of mistakes. Lower bound: The weight of expert i goes down by a factor (1 −ε) for each mistake i does. As the initial weight of i is 1, Φ(T +1) = X j∈[N] w(T +1) j ≥w(T +1) i = (1 −ε)# of i’s mistakes . Upper bound: Every time WM errs, at least half the weight of the experts was wrong (since weighted majority was wrong). These weights are then decreased by (1 −ε). It follows that the potential goes down by at least a factor (1 −ε/2) every time WM errs. And so Φ(T +1) ≤Φ(1) · (1 −ε/2)# of WM mistakes = N · (1 −ε/2)# of WM mistakes , where for the equality we used that Φ(1) = N since each expert was initialized with a weight of 1. The above bounds give us (1 −ε)# of i’s mistakes ≤Φ(T +1) ≤N · (1 −ε/2)# of WM mistakes . Taking logs on b...</code> |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -543,13 +535,13 @@ You can finetune this model on your own dataset.
   |         | anchor                                                                               | positive                                                                             |
   |:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
   | type    | string                                                                               | string                                                                               |
-  | details | <ul><li>min: 15 tokens</li><li>mean: 175.44 tokens</li><li>max: 258 tokens</li></ul> | <ul><li>min: 55 tokens</li><li>mean: 432.79 tokens</li><li>max: 512 tokens</li></ul> |
+  | details | <ul><li>min: 15 tokens</li><li>mean: 174.64 tokens</li><li>max: 266 tokens</li></ul> | <ul><li>min: 55 tokens</li><li>mean: 432.79 tokens</li><li>max: 512 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
-  |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>Adrenocorticosteroids & Adrenocortical Antagonists 707 hypertension occurs. or of hydrocortisone growth occurs in and have than steroid at equivalent in larger amounts, such and effects to glucocorticoid effects, sodium and loss potassium. and function, this leads to a hypochloremic alkalosis and eventually to pressure. In patients hypoproteinemia, renal or also In with even degrees to effects be minimized steroids, of potassium supplements. Adrenal administered more may treatment to appropriate at of stress for 24–48 severe to ten-fold dosage increases 48–72 trauma or major corti- costeroid dosage is to it should be slowly. be quite levels. may take 2–12 months hypothalamic-pituitary-adrenal function acceptably, cortisol levels to another months. The suppression is pituitary and treatment ACTH reduce time required the return function. If the in gluco- for certain disorder, the</code> | <code>CHAPTER 39 Adrenocorticosteroids & Adrenocortical Antagonists 707 hypertension also occurs. In dosages of 45 mg/m 2 /d or more of hydrocortisone or its equivalent, growth retardation occurs in children. Medium-, intermediate-, and long-acting glucocorticoids have greater growth-suppressing potency than the natural steroid at equivalent doses. When given in larger than physiologic amounts, steroids such as cortisone and hydrocortisone, which have mineralocorticoid effects in addition to glucocorticoid effects, cause some sodium and fluid retention and loss of potassium. In patients with normal cardiovas- cular and renal function, this leads to a hypokalemic, hypochloremic alkalosis and eventually to a rise in blood pressure. In patients with hypoproteinemia, renal disease, or liver disease, edema may also occur. In patients with heart disease, even small degrees of sodium retention may lead to heart failure. These effects can be minimized by using synthetic non-salt-retaining steroids, ...</code> |
-  | <code>is and treatment ACTH not the for of function. If too in corticoids a of the or in intensity. patients an patients Cushing’s also with These symptoms or ing, weight lethargy, joint or pain, postural many of symptoms reflect true deficiency, may occur presence normal even elevated cortisol gesting glucocorticoid Contraindications A. Special glucocorticoids carefully for development of retention peptic osteopo- rosis, should as as and administration alternate-day) should when therapeutic obtained schedule. on relatively low doses of such are intercurrent or acci- dents B. must with great patients with peptic heart heart cer- osteoporosis, or Selection of Dosage Schedule anti- mineralocorticoid duration action, cost, and dosage forms ( these should selecting the drug used. ACTH Adrenocortical Steroids In patients with used</code>                                                            | <code>is not a pituitary problem, and treatment with ACTH does not reduce the time required for the return of normal function. If the dosage is reduced too rapidly in patients receiving gluco- corticoids for a certain disorder, the symptoms of the disorder may reappear or increase in intensity. However, patients without an underlying disorder (eg, patients cured surgically of Cushing’s disease) also develop symptoms with rapid reductions in cortico- steroid levels. These symptoms include anorexia, nausea or vomit- ing, weight loss, lethargy, headache, fever, joint or muscle pain, and postural hypotension. Although many of these symptoms may reflect true glucocorticoid deficiency, they may also occur in the presence of normal or even elevated plasma cortisol levels, sug- gesting glucocorticoid dependence. Contraindications & Cautions A. Special Precautions Patients receiving glucocorticoids must be monitored carefully for the development of hyperglycemia, glycosuria, sodium retention with ede...</code> |
-  | <code>39–1 these factors be taken into drug be ACTH versus In with normal was used in production of similar effects. However, an the use a has in which was be were probably due amounts of corticosteroids the dosage B. Dosage the to be used, the physician the the of be required desired and of In some required for maintenance of the desired less the initial and the lowest dosage should gradually lowering the a small in is noted. When it is continuously elevated corticosteroid to suppress oral doses required. exists respect use of in inflammatory allergic same in a be effective than given in smaller doses in a Severe autoimmune vital organs must aggressively, and undertreatment is as To deposition immune and leukocytes 1 mg/kg/d predni- required initially. This dosage is main- tained the gradually are required alternate-day the may control in</code>                                              | <code>available ( Table 39–1 ), and these factors should be taken into account in selecting the drug to be used. A. ACTH versus Adrenocortical Steroids In patients with normal adrenals, ACTH was used in the past to induce the endogenous production of cortisol to obtain similar effects. However, except when an increase in androgens is desir- able, the use of ACTH as a therapeutic agent has been abandoned. Instances in which ACTH was claimed to be more effective than glucocorticoids were probably due to the administration of smaller amounts of corticosteroids than were produced by the dosage of ACTH. B. Dosage In determining the dosage regimen to be used, the physician must consider the seriousness of the disease, the amount of drug likely to be required to obtain the desired effect, and the duration of therapy. In some diseases, the amount required for maintenance of the desired therapeutic effect is less than the dose needed to obtain the initial effect, and the lowest possible dosage for th...</code> |
+  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+  |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>CHAPTER 39 Adrenocorticosteroids Adrenocortical Antagonists occurs. of /d of or in intermediate-, long-acting glucocorticoids greater growth-suppressing the steroid in larger than amounts, as cortisone hydrocortisone, which mineralocorticoid effects addition to glucocorticoid and fluid and loss of potassium. patients this a hypokalemic, and in blood pressure. hypoproteinemia, renal disease, liver disease, also occur. In patients with disease, small of may These by using non-salt-retaining and supplements. C. Suppression corticosteroids adrenal suppression occur. weeks the given appropriate at times dosage 24–48 hours) or stress ten-fold for or costeroid dosage be it slowly. If to reduction be slow levels. It take 2–12 to and cortisol may not to normal The suppression not treatment ACTH does time for normal function. the too receiving a certain disorder, the</code> | <code>CHAPTER 39 Adrenocorticosteroids & Adrenocortical Antagonists 707 hypertension also occurs. In dosages of 45 mg/m 2 /d or more of hydrocortisone or its equivalent, growth retardation occurs in children. Medium-, intermediate-, and long-acting glucocorticoids have greater growth-suppressing potency than the natural steroid at equivalent doses. When given in larger than physiologic amounts, steroids such as cortisone and hydrocortisone, which have mineralocorticoid effects in addition to glucocorticoid effects, cause some sodium and fluid retention and loss of potassium. In patients with normal cardiovas- cular and renal function, this leads to a hypokalemic, hypochloremic alkalosis and eventually to a rise in blood pressure. In patients with hypoproteinemia, renal disease, or liver disease, edema may also occur. In patients with heart disease, even small degrees of sodium retention may lead to heart failure. These effects can be minimized by using synthetic non-salt-retaining steroids, ...</code> |
+  | <code>is a treatment not reduce the return function. dosage rapidly a certain the symptoms the in patients an disorder patients Cushing’s disease) symptoms with rapid symptoms include anorexia, vomit- ing, weight loss, postural reflect true glucocorticoid deficiency, occur in the normal or even plasma levels, sug- gesting glucocorticoids must carefully the hyperglycemia, sodium with edema hypertension, hypokalemia, peptic osteopo- rosis, and and intermittent alternate-day) can on this Even patients may of stress, surgical are or or acci- occur. B. with with peptic hypertension with failure, cer- as varicella tuberculosis, psycho- ses, osteoporosis, Glucocorticoid differ respect relative anti- inflammatory and mineralocorticoid of available ( Table and these factors should be in drug to used. ACTH Adrenocortical Steroids patients normal</code>                             | <code>is not a pituitary problem, and treatment with ACTH does not reduce the time required for the return of normal function. If the dosage is reduced too rapidly in patients receiving gluco- corticoids for a certain disorder, the symptoms of the disorder may reappear or increase in intensity. However, patients without an underlying disorder (eg, patients cured surgically of Cushing’s disease) also develop symptoms with rapid reductions in cortico- steroid levels. These symptoms include anorexia, nausea or vomit- ing, weight loss, lethargy, headache, fever, joint or muscle pain, and postural hypotension. Although many of these symptoms may reflect true glucocorticoid deficiency, they may also occur in the presence of normal or even elevated plasma cortisol levels, sug- gesting glucocorticoid dependence. Contraindications & Cautions A. Special Precautions Patients receiving glucocorticoids must be monitored carefully for the development of hyperglycemia, glycosuria, sodium retention with ede...</code> |
+  | <code>( Table and these should be taken in be A. ACTH ACTH used past production to However, when is able, ACTH therapeutic agent has abandoned. which claimed be effective than were due of of were dosage Dosage the regimen physician consider the disease, amount likely to required the effect, therapy. required for the dose to obtain initial the for needed effect be until a small or symptoms is When it is continuously plasma levels to ACTH, paren- preparation oral doses frequent The situation with respect use of inflammatory allergic The same total quantity few be effective many smaller slowly absorbed autoimmune involving organs aggressively, is as treatment. complexes macrophages, of predni- divided doses dosage is serious dosage can gradually large required prolonged time, after control When used manner, large amounts</code>                                               | <code>available ( Table 39–1 ), and these factors should be taken into account in selecting the drug to be used. A. ACTH versus Adrenocortical Steroids In patients with normal adrenals, ACTH was used in the past to induce the endogenous production of cortisol to obtain similar effects. However, except when an increase in androgens is desir- able, the use of ACTH as a therapeutic agent has been abandoned. Instances in which ACTH was claimed to be more effective than glucocorticoids were probably due to the administration of smaller amounts of corticosteroids than were produced by the dosage of ACTH. B. Dosage In determining the dosage regimen to be used, the physician must consider the seriousness of the disease, the amount of drug likely to be required to obtain the desired effect, and the duration of therapy. In some diseases, the amount required for maintenance of the desired therapeutic effect is less than the dose needed to obtain the initial effect, and the lowest possible dosage for th...</code> |
 * Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
   ```json
   {
@@ -698,31 +690,31 @@ You can finetune this model on your own dataset.
 ### Training Logs
 | Epoch     | Step     | Training Loss | Validation Loss |
 |:---------:|:--------:|:-------------:|:---------------:|
-| 0.1859    | 50       | 0.3888        | -               |
-| 0.3717    | 100      | 0.1835        | -               |
-| 0.5576    | 150      | 0.0817        | -               |
-| 0.7435    | 200      | 0.0401        | 0.0351          |
-| 0.9294    | 250      | 0.0376        | -               |
-| 1.1152    | 300      | 0.0332        | -               |
-| 1.3011    | 350      | 0.028         | -               |
-| 1.4870    | 400      | 0.0285        | 0.0162          |
-| 1.6729    | 450      | 0.0246        | -               |
-| 1.8587    | 500      | 0.0239        | -               |
-| 2.0446    | 550      | 0.0241        | -               |
-| 2.2305    | 600      | 0.0237        | 0.0130          |
-| 2.4164    | 650      | 0.0222        | -               |
-| 2.6022    | 700      | 0.019         | -               |
-| 2.7881    | 750      | 0.0235        | -               |
-| 2.9740    | 800      | 0.0266        | 0.0120          |
-| 3.1599    | 850      | 0.0214        | -               |
-| 3.3457    | 900      | 0.024         | -               |
-| 3.5316    | 950      | 0.0249        | -               |
-| 3.7175    | 1000     | 0.0213        | 0.0113          |
-| 3.9033    | 1050     | 0.0233        | -               |
-| 4.0892    | 1100     | 0.0213        | -               |
-| 4.2751    | 1150     | 0.0202        | -               |
-| **4.461** | **1200** | **0.0227**    | **0.0109**      |
-| 4.6468    | 1250     | 0.0229        | -               |
+| 0.1859    | 50       | 0.3983        | -               |
+| 0.3717    | 100      | 0.193         | -               |
+| 0.5576    | 150      | 0.0828        | -               |
+| 0.7435    | 200      | 0.0409        | 0.0339          |
+| 0.9294    | 250      | 0.0386        | -               |
+| 1.1152    | 300      | 0.0322        | -               |
+| 1.3011    | 350      | 0.0311        | -               |
+| 1.4870    | 400      | 0.0275        | 0.0167          |
+| 1.6729    | 450      | 0.0252        | -               |
+| 1.8587    | 500      | 0.0254        | -               |
+| 2.0446    | 550      | 0.0254        | -               |
+| 2.2305    | 600      | 0.0227        | 0.0129          |
+| 2.4164    | 650      | 0.0236        | -               |
+| 2.6022    | 700      | 0.0185        | -               |
+| 2.7881    | 750      | 0.0234        | -               |
+| 2.9740    | 800      | 0.0274        | 0.0118          |
+| 3.1599    | 850      | 0.0208        | -               |
+| 3.3457    | 900      | 0.0245        | -               |
+| 3.5316    | 950      | 0.0242        | -               |
+| 3.7175    | 1000     | 0.0219        | 0.0112          |
+| 3.9033    | 1050     | 0.0239        | -               |
+| 4.0892    | 1100     | 0.0223        | -               |
+| 4.2751    | 1150     | 0.0212        | -               |
+| **4.461** | **1200** | **0.0223**    | **0.0107**      |
+| 4.6468    | 1250     | 0.0228        | -               |
 | 4.8327    | 1300     | 0.0196        | -               |
 
 * The bold row denotes the saved checkpoint.

model.safetensors

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