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.gitattributes

@@ -32,3 +32,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+pubmed_predictions.json filter=lfs diff=lfs merge=lfs -text

cluster_names.csv

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+,name
+0,"medical, medical education, education"
+1,"blood, blood flow, flow"
+2,"proteins, protein, binding"
+3,"pancreatic, abdominal, complications"
+4,"life, quality life, quality"
+5,"radiation, dose, radiation therapy"
+6,"protein, proteins, binding"
+7,"human, study, results"
+8,"dna, dna damage, repair"
+9,"acute, leukemia, pancreatitis"
+10,"development, embryos, early"
+11,"prostate, prostate cancer, cancer"
+12,"syndrome, case, patients"
+13,"visual, eye, eyes"
+14,"skin, cutaneous, lesions"
+15,"group, patients, groups"
+16,"ii, angiotensin, angiotensin ii"
+17,"molecular, complexes, state"
+18,"medicine, internal, clinical"
+19,"species, genus, new species"
+20,"problem, current, solving"
+21,"cases, report cases, report"
+22,"care, palliative, primary care"
+23,"acid, ascorbic, effect"
+24,"compounds, derivatives, activity"
+25,"right, left, left right"
+26,"health, services, health services"
+27,"cholesterol, ldl, hdl"
+28,"method, determination, liquid"
+29,"rna, rna polymerase, rnas"
+30,"tissue, soft, soft tissue"
+31,"rats, induced, effect"
+32,"disorders, disorder, psychiatric"
+33,"small, intestine, bowel"
+34,"mortality, death, deaths"
+35,"rat, rat liver, liver"
+36,"anti, inflammatory, anti inflammatory"
+37,"management, surgical management, diagnosis management"
+38,"covid, covid 19, 19"
+39,"hiv, hiv infection, infection"
+40,"smoking, smokers, tobacco"
+41,"enzyme, ph, activity"
+42,"magnetic, magnetic field, field"
+43,"mir, expression, mirnas"
+44,"health care, care, health"
+45,"asthma, bronchial, children"
+46,"disease, patients, crohn"
+47,"mg, kg, mg kg"
+48,"plasma, levels, concentrations"
+49,"exposure, concentrations, air"
+50,"drug, delivery, drug delivery"
+51,"treatment, patients, results"
+52,"training, program, skills"
+53,"insulin, glucose, insulin resistance"
+54,"binding, protein, site"
+55,"science, society, meeting"
+56,"serum, levels, patients"
+57,"new, new york, york"
+58,"artery, cerebral, carotid"
+59,"surgical, surgical treatment, treatment"
+60,"stress, oxidative, oxidative stress"
+61,"10, ml, min"
+62,"drugs, drug, new"
+63,"age, years, older"
+64,"renal, renal failure, failure"
+65,"work, physician, physicians"
+66,"carbon, metal, adsorption"
+67,"data, analysis, information"
+68,"signaling, activation, kinase"
+69,"urinary, bladder, urinary tract"
+70,"gastric, gastric cancer, cancer"
+71,"sars, cov, sars cov"
+72,"tuberculosis, pulmonary tuberculosis, pulmonary"
+73,"carcinoma, cell carcinoma, cell"
+74,"problems, health, children"
+75,"treatment, patients, placebo"
+76,"lung, pulmonary, lung disease"
+77,"control, malaria, study"
+78,"dna, methylation, sequence"
+79,"high, low, performance"
+80,"receptor, receptors, neurons"
+81,"influenza, virus, influenza virus"
+82,"syndrome, case, treatment"
+83,"atrial, atrial fibrillation, fibrillation"
+84,"structure, crystal, crystal structure"
+85,"pain, patients, chronic"
+86,"beta, alpha, tgf"
+87,"nerve, stimulation, nerves"
+88,"stroke, ischemic, ischemic stroke"
+89,"thyroid, gland, cancer"
+90,"type, wild, wild type"
+91,"surgery, patients, surgical"
+92,"liver, liver disease, hepatic"
+93,"care, patients, health"
+94,"genes, gene, genome"
+95,"education, health, community"
+96,"kidney, kidney disease, transplantation"
+97,"synthesis, protein synthesis, derivatives"
+98,"nursing, care, education"
+99,"model, models, data"
+100,"amino, amino acid, amino acids"
+101,"alcohol, drinking, alcohol use"
+102,"prevention, prevention treatment, treatment"
+103,"women, pregnant, men"
+104,"expression, mrna, cells"
+105,"calcium, ca2, ca"
+106,"cancer, colorectal, colorectal cancer"
+107,"ci, 95, 95 ci"
+108,"stress, oxidative, oxidative stress"
+109,"diagnosis, diagnosis treatment, differential diagnosis"
+110,"vaccine, vaccination, vaccines"
+111,"family, members, family members"
+112,"aortic, valve, mitral"
+113,"problems, current, medical"
+114,"available, correction, commentary"
+115,"iron, deficiency, anemia"
+116,"method, new method, new"
+117,"pregnancy, women, maternal"
+118,"mutations, mutation, gene"
+119,"electron, microscopy, electron microscopy"
+120,"hospital, patients, general hospital"
+121,"mice, cells, mouse"
+122,"brain, cerebral, blood brain"
+123,"strains, strain, isolated"
+124,"mental, mental health, health"
+125,"response, immune, immune response"
+126,"muscle, skeletal, skeletal muscle"
+127,"fractures, fracture, fixation"
+128,"cells, cell, stem"
+129,"dr, evaluation, oral"
+130,"water, drinking, drinking water"
+131,"research, clinical research, health"
+132,"congenital, congenital heart, heart"
+133,"soil, plant, plants"
+134,"nurses, care, nurse"
+135,"ms, mass, spectrometry"
+136,"patient, patients, treatment"
+137,"intestinal, obstruction, microbiota"
+138,"child, abuse, health"
+139,"dose, mg, patients"
+140,"report, case, case report"
+141,"bone, marrow, bone marrow"
+142,"risk, high risk, high"
+143,"nerve, peripheral nerve, peripheral"
+144,"skin, diseases, cancer"
+145,"states, united, united states"
+146,"dental, caries, oral"
+147,"anesthesia, general anesthesia, general"
+148,"breast, breast cancer, cancer"
+149,"heart, heart failure, failure"
+150,"effect, experimental, metabolism"
+151,"coronary, artery, coronary artery"
+152,"use, substance, substance use"
+153,"kinase, protein, protein kinase"
+154,"ventricular, left, left ventricular"
+155,"activity, physical activity, physical"
+156,"infants, birth, newborn"
+157,"membrane, membranes, plasma membrane"
+158,"public, public health, health"
+159,"reaction, reactions, catalyzed"
+160,"social, social support, support"
+161,"apoptosis, cell, cells"
+162,"coli, escherichia, escherichia coli"
+163,"pulmonary, pulmonary hypertension, pulmonary artery"
+164,"role, nurse, play"
+165,"induced, effect, effects"
+166,"memory, cognitive, ad"
+167,"cost, costs, cost effectiveness"
+168,"use, treatment, clinical use"
+169,"sleep, apnea, sleep apnea"
+170,"method, methods, using"
+171,"isolates, infections, resistant"
+172,"reply, letter, editor"
+173,"spinal, cord, spinal cord"
+174,"knee, joint, hip"
+175,"food, intake, foods"
+176,"hepatitis, hcv, hepatitis virus"
+177,"cardiac, cardiac arrest, arrest"
+178,"genetic, populations, population"
+179,"surface, surfaces, adsorption"
+180,"clinical, aspects, clinical trials"
+181,"learning, based, information"
+182,"mitochondrial, mitochondria, atp"
+183,"self, self assembly, assembly"
+184,"children, age, years"
+185,"nurse, nurses, nursing"
+186,"resistance, resistant, isolates"
+187,"chronic, treatment chronic, leukemia"
+188,"cells, cell, human"
+189,"tumor, cells, tumor cells"
+190,"phase, liquid, transition"
+191,"et, al, et al"
+192,"old, year old, year"
+193,"lung cancer, lung, cancer"
+194,"imaging, magnetic, mri"
+195,"body, weight, obesity"
+196,"time, real time, real"
+197,"patients, survival, chemotherapy"
+198,"children, school, parents"
+199,"test, tests, patients"
+200,"editorial, comment, overview"
+201,"patients, treatment, study"
+202,"hypertension, arterial hypertension, arterial"
+203,"growth, growth factor, factor"
+204,"tumors, malignant, tumor"
+205,"light, visible, blue"
+206,"ct, pet, tomography"
+207,"sexual, sex, male"
+208,"signaling, cell, protein"
+209,"diseases, infectious diseases, infectious"
+210,"patients, complications, surgery"
+211,"phase, transition, liquid"
+212,"il, cells, interleukin"
+213,"pressure, blood pressure, blood"
+214,"therapy, patients, treatment"
+215,"exercise, training, physical"
+216,"detection, assay, pcr"
+217,"gene, expression, gene expression"
+218,"infection, infections, infected"
+219,"platelet, factor, vascular"
+220,"vitamin, deficiency, 25"
+221,"properties, materials, mechanical"
+222,"hiv, aids, infected"
+223,"depression, anxiety, symptoms"
+224,"practice, general practice, clinical practice"
+225,"diabetes, mellitus, diabetes mellitus"
+226,"action, mechanism action, mechanism"
+227,"sleep, apnea, sleep apnea"
+228,"studies, review, systematic"
+229,"term, long term, long"
+230,"injury, injuries, trauma"
+231,"transl, author transl, author"
+232,"myocardial, infarction, myocardial infarction"
+233,"fatty, acids, fatty acids"
+234,"students, learning, school"
+235,"case, unusual, disease"
+236,"virus, infection, viral"
+237,"determination, chromatography, urine"
+238,"cell, cells, lines"
+239,"pd, parkinson, parkinson disease"
+240,"quality, quality improvement, improvement"
+241,"risk, risk factors, factors"
+242,"laser, optical, energy"
+243,"temperature, degrees, temperatures"
+244,"effects, adverse effects, adverse"
+245,"alpha, tnf alpha, tnf"
+246,"gastric, gastric cancer, cancer"
+247,"medical, care, medical care"
+248,"children, child, parents"
+249,"antibodies, antibody, monoclonal"

config.json

@@ -0,0 +1 @@
+{"manager": "SimpleSklearnPipelineManager", "random_state": null, "preprocessing_args": {"include_title": true, "include_abstract": true, "include_keywords_major": false, "include_keywords_minor": false}}

model.joblib

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pubmed_predictions.json

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