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9973 9974 9975 9976 9977 9979 998 9980 9981 9982 9983 9984 9985 9986 9988 9989 999 9991 9992 9993 9994 9995 9996 9997 9998 9999 9th E000 E0000 E0008 E0009 E001 E0010 E0011 E002 E0020 E0026 E003 E0030 E0031 E0032 E0039 E006 E0060 E0061 E0062 E0064 E0069 E007 E0070 E0071 E0073 E0076 E008 E0080 E0089 E013 E0138 E0139 E016 E0161 E0162 E019 E0190 E029 E0291 E0299 E030 E800 E8002 E801 E8012 E804 E8041 E8042 E805 E8052 E8058 E806 E8062 E811 E8110 E812 E8120 E8121 E8122 E8123 E8126 E8127 E8129 E813 E8130 E8131 E8132 E8133 E8136 E8138 E814 E8140 E8141 E8142 E8145 E8146 E8147 E815 E8150 E8151 E8152 E816 E8160 E8161 E8162 E8163 E8169 E817 E8170 E8171 E8178 E818 E8180 E8181 E8182 E8187 E8188 E8189 E819 E8190 E8191 E8192 E8193 E8196 E8197 E8199 E820 E8200 E821 E8210 E8211 E8212 E8216 E8217 E8219 E822 E8227 E8228 E823 E8230 E8231 E8232 E8233 E8238 E824 E8240 E8241 E8242 E8248 E8249 E825 E8250 E8251 E8252 E8257 E8258 E826 E8260 E8261 E827 E8278 E828 E8282 E829 E8298 E831 E8311 E8314 E8318 E834 E8341 E8343 E8348 E835 E8353 E838 E8381 E8384 E840 E8405 E841 E8415 E848 E849 E8490 E8493 E8494 E8495 E8496 E8497 E8498 E8499 E850 E8500 E8501 E8502 E8503 E8504 E8508 E851 E852 E8528 E8529 E853 E8532 E8538 E854 E8540 E8541 E8542 E8543 E8548 E855 E8550 E8551 E8552 E8554 E8555 E8556 E856 E857 E858 E8580 E8581 E8582 E8583 E8584 E8585 E8586 E8587 E8588 E8589 E860 E8600 E8603 E8609 E861 E8613 E8619 E862 E8624 E863 E8637 E864 E8641 E865 E8654 E8655 E866 E8663 E8668 E8669 E869 E8694 E8698 E870 E8700 E8702 E8703 E8704 E8705 E8706 E8708 E8709 E871 E8710 E8714 E8716 E8717 E8718 E873 E8735 E874 E8740 E8742 E8744 E8748 E876 E8761 E8762 E8764 E8767 E8768 E8769 E878 E8780 E8781 E8782 E8783 E8784 E8785 E8786 E8788 E8789 E879 E8790 E8791 E8792 E8793 E8794 E8795 E8796 E8797 E8798 E8799 E880 E8800 E8801 E8809 E881 E8810 E8811 E882 E883 E8830 E8839 E884 E8840 E8841 E8842 E8843 E8844 E8845 E8846 E8849 E885 E8850 E8851 E8852 E8853 E8854 E8859 E886 E8860 E887 E888 E8880 E8881 E8888 E8889 E890 E8902 E8908 E891 E8918 E899 E900 E9000 E9001 E901 E9010 E9011 E9018 E9019 E905 E9051 E9053 E906 E9060 E9063 E9064 E9068 E908 E9081 E910 E9100 E9102 E9108 E9109 E911 E912 E913 E9132 E9138 E915 E916 E917 E9170 E9173 E9174 E9175 E9177 E9178 E9179 E918 E919 E9190 E9192 E9193 E9194 E9196 E9198 E920 E9200 E9201 E9203 E9204 E9205 E9208 E9209 E921 E9211 E922 E9220 E9222 E9225 E9229 E924 E9240 E9241 E9242 E9248 E9249 E925 E9250 E926 E9262 E927 E9270 E9274 E9278 E928 E9283 E9288 E9289 E929 E9290 E9291 E9292 E9293 E9294 E9295 E9298 E9299 E930 E9300 E9301 E9303 E9304 E9305 E9306 E9307 E9308 E9309 E931 E9310 E9313 E9314 E9315 E9317 E9318 E9319 E932 E9320 E9322 E9323 E9324 E9325 E9328 E9329 E933 E9330 E9331 E9334 E9335 E9338 E934 E9340 E9342 E9343 E9344 E9345 E9346 E9347 E9348 E935 E9351 E9352 E9353 E9354 E9356 E9357 E9358 E9359 E936 E9360 E9361 E9363 E9364 E937 E9370 E9378 E9379 E938 E9380 E9382 E9383 E9384 E9385 E9386 E9387 E9389 E939 E9390 E9391 E9392 E9393 E9394 E9395 E9397 E9398 E9399 E940 E9401 E9408 E941 E9410 E9411 E9412 E9413 E9419 E942 E9420 E9421 E9422 E9424 E9425 E9426 E9429 E943 E9430 E9433 E9438 E944 E9441 E9443 E9444 E9445 E9447 E945 E9451 E9452 E9453 E9455 E9457 E946 E9460 E9463 E9466 E947 E9470 E9478 E9479 E949 E9496 E9499 E950 E9500 E9501 E9502 E9503 E9504 E9505 E9506 E9507 E9509 E953 E9530 E9538 E954 E955 E9550 E9554 E9559 E956 E957 E9570 E9571 E9572 E9579 E958 E9580 E9581 E9583 E9585 E9588 E9589 E959 E960 E9600 E9601 E962 E9620 E963 E964 E965 E9650 E9651 E9654 E9659 E966 E967 E9670 E9671 E9673 E9674 E9677 E9678 E9679 E968 E9682 E9687 E9688 E9689 E969 E970 E975 E976 E977 E980 E9800 E9801 E9803 E9804 E9805 E9809 E982 E9821 E985 E9850 E9854 E986 E987 E9871 E988 E9888 E9889 E989 E999 E9991 V011 V016 V017 V0179 V018 V0189 V020 V023 V024 V025 V0251 V0252 V0253 V0254 V0259 V026 V0261 V0262 V029 V037 V038 V0381 V0382 V0389 V045 V048 V0481 V0482 V053 V058 V061 V063 V065 V066 V071 V073 V0739 V074 V078 V08 V090 V091 V095 V0950 V097 V0971 V098 V0980 V0981 V099 V0990 V0991 V100 V1000 V1001 V1002 V1003 V1004 V1005 V1006 V1007 V1009 V101 V1011 V1012 V102 V1020 V1021 V1022 V1029 V103 V104 V1041 V1042 V1043 V1044 V1046 V1047 V1049 V105 V1050 V1051 V1052 V1053 V1059 V106 V1060 V1061 V1062 V1069 V107 V1071 V1072 V1079 V108 V1081 V1082 V1083 V1084 V1085 V1086 V1087 V1088 V1089 V109 V1090 V1091 V110 V111 V113 V118 V120 V1201 V1202 V1203 V1204 V1209 V122 V124 V1241 V1242 V125 V1250 V1251 V1252 V1253 V1254 V1255 V1259 V126 V1261 V127 V1271 V1272 V1279 V130 V1301 V1302 V1309 V135 V1351 V1352 V136 V1364 V1365 V1369 V138 V1381 V1389 V140 V141 V142 V143 V145 V146 V148 V150 V1501 V1502 V1504 V1505 V1506 V1507 V1508 V1509 V151 V152 V1529 V153 V154 V1541 V1542 V155 V1551 V1552 V1553 V1559 V158 V1581 V1582 V1584 V1585 V1586 V1588 V1589 V160 V161 V162 V163 V164 V1641 V1642 V1643 V1649 V165 V1651 V1652 V1659 V166 V167 V168 V169 V170 V171 V173 V174 V1741 V1749 V175 V180 V181 V1811 V1819 V182 V183 V185 V1851 V1859 V186 V1869 V189 V195 V198 V202 V222 V230 V239 V250 V2501 V252 V254 V2541 V265 V2651 V2652 V270 V271 V272 V290 V293 V300 V3000 V3001 V301 V400 V403 V4031 V420 V421 V422 V425 V426 V427 V428 V4281 V4282 V4283 V4284 V4289 V430 V431 V433 V434 V435 V436 V4361 V4363 V4364 V4365 V438 V4382 V440 V441 V442 V443 V444 V445 V4450 V4451 V4459 V446 V448 V449 V450 V4501 V4502 V4509 V451 V4511 V4512 V452 V453 V454 V456 V4561 V4569 V457 V4571 V4572 V4573 V4574 V4575 V4576 V4577 V4578 V4579 V458 V4581 V4582 V4585 V4586 V4587 V4588 V4589 V461 V4611 V4614 V462 V463 V468 V469 V486 V489 V496 V4960 V4961 V4962 V4963 V4965 V4966 V497 V4971 V4972 V4973 V4975 V4976 V498 V4981 V4983 V4984 V4985 V4986 V4987 V4989 V502 V504 V5041 V5049 V51 V510 V530 V5301 V5302 V5309 V533 V5331 V5332 V5339 V536 V537 V539 V5391 V5399 V540 V5401 V541 V5410 V5411 V5412 V5413 V5415 V5416 V5417 V5419 V542 V5422 V5423 V5426 V5427 V548 V5481 V5482 V5489 V549 V550 V551 V552 V553 V554 V555 V556 V558 V560 V561 V568 V580 V581 V5811 V5812 V583 V5831 V584 V5841 V5843 V5844 V5849 V586 V5861 V5862 V5863 V5864 V5865 V5866 V5867 V5869 V587 V5873 V588 V5881 V5883 V596 V600 V601 V602 V604 V608 V610 V6103 V6104 V6107 V6109 V611 V6110 V6111 V612 V6129 V614 V6141 V6142 V618 V620 V624 V625 V626 V628 V6282 V6284 V6285 V6289 V632 V638 V640 V6406 V641 V642 V643 V644 V6441 V6442 V6443 V652 V653 V654 V6542 V6549 V655 V667 V671 V672 V694 V698 V703 V707 V708 V714 V716 V721 V728 V7281 V741 V765 V7651 V789 V812 V838 V8389 V840 V8401 V8409 V848 V8489 V850 V851 V852 V8521 V8522 V8523 V8524 V8525 V853 V8530 V8531 V8532 V8533 V8534 V8535 V8536 V8537 V8538 V8539 V854 V8541 V8542 V8543 V8544 V8545 V860 V861 V870 V8709 V872 V874 V8741 V8745 V880 V8801 V881 V8811 V8812 V882 V8821 V901 V9010 V903 V9039 V908 V9081 V9089 V910 V9103 abdomen abdominal abducens able abnormal abnormalities abnormality abo abortion abrasion abscess absence abuse acanthosis accessory accident accidental accidentally accidents acetabulum acetonuria achalasia achieved achilles acid acidbase acidosis acids acne acoustic acquired acromegaly acromial acromioclavicular acting actinic actinomycotic action active activities activity acuminatum acute adem adenoids adenovirus adequate adhesions adhesive adiposity adjustment administration administrative admission adnexa adolescents adrenal adrenergics adrenogenital adult adultpediatric adults adverse affecting affections affective aftercare agenesis agent agents agerelated aggressive agitans agoraphobia agricultural air aircraft airway alcohol alcoholic alcoholinduced alcoholism alexia alighting alimentary alkalis alkaloids alkalosis allergen allergens allergic allergy allied alone alopecia alpha alpha1antitrypsin alpine alteration alterations altered alveolar alveolitis alzheimers amblyopia american aminoacid amnesia amnestic amniotic amphetamine amphetamines ampulla amputation amyloidosis amyotrophic anaerobes anal analgesic analgesics anaphylactic anaphylaxis anaplastic anastomosis anatomical andor anemia anemias anesthesia anesthetics aneurysm angiitis angina angiodysplasia angioneurotic angiopathy angioplasty angle angleclosure animal animaldrawn animals anisocoria ankle ankylosing ankylosis anomalies anomalous anomaly anorexia another anoxic antacids antagonists antepartum anterior anterolateral antiadrenergics antiallergic antiarteriosclerotic antiasthmatics antibiotic antibiotics anticholinergics anticoagulant anticoagulants anticonvulsant anticonvulsants antidepressant antidepressants antidiabetic antidiarrheal antiemetic antifungal antigastric antigen antihypertensive antiinfective antiinfectives antiinflammatories antiinflammatory antilipemic antimalarials antimuscarinics antimycobacterial antineoplastic antiparkinsonism antiphlogistics antiplateletantithrombotic antiprotozoal antipsychotics antipyretic antipyretics antirheumatics antisocial antithyroid antitussives antiviral antrum anuria anus anxiety anxiolytic aorta aortic aortitis aortocoronary apex aphasia aphonia aphthae apical aplastic apnea apparatus appearance appendicitis appendix appliances application applied apraxia arachnids arch area areata arising arm aromatic around arousal arrest arsenic artefacta arterial arteries arterioles arteriosus arteriovenous arteritis artery arthralgia arthritis arthrodesis arthropathy arthropod arthroscopic articular artificial asbestos asbestosis ascariasis ascending ascites ascorbic ascus aseptic aspect aspergillosis asphyxia asphyxiation aspiration aspirin assault associated asthma asthmaticus astragalus asymptomatic ataxia atelectasis atheroembolism atherosclerosis athletics atonia atony atopic atresia atrial atrioventricular atrophic atrophicae atrophy attack attacks attention atypical auditory aura aureus auricle autistic autoimmune autologous automatic autonomic autosomal averse avian avulsion awaiting awareness axilla axillary b b12 b19 babesiosis bacilli bacillus back backache background bacteremia bacteria bacterial bacteriological bacterium bacteriuria bacteroides balance balanitis balanoposthitis bandemia bandshaped barbiturates bariatric barretts bartholins bartonellosis basal base baseball basilar basketball bcomplex beard beats bed bees behavior behavioral behcets bells benign benzodiazepinebased bereavement beriberi beta better beverages biceps bicipital bifida bike bilateral bile biliary bilious bilirubin bimalleolar biological bipolar birth bite black blactam bladder blastomycosis bleb bleeding blepharitis blepharospasm blindness blister blisters block blood bloodclot bloodforming bloodstream blowout blunt boarding boat bodies body boiling bone bones border borderline born botulism bowel boxing boyfriend brachial bradycardia brain branch branches branchial brawl breast breath breech brief broad broken bronchiectasis bronchiolitis bronchitis bronchopneumonia bronchopulmonary bronchospasm bronchus brucellosis buccal buddchiari buergers building bulbar bulbus bulimia bullous bundle bunion buphthalmos burkitts burn burns bursa bursae bursitis buttock butyrophenonebased bypass c c1c4 c5c7 cachexia caffeine calcaneal calcaneus calcification calcified calcifying calcium calculi calculus calf callosities caloric campylobacter canal candida candidal candidiasis cannabis capillary capitate capitis capsular capsulatum capsule capsulitis carbamate carbohydrate carbon carbuncle carcinoid carcinoma cardia cardiac cardiogenic cardiomegaly cardiomyopathies cardiomyopathy cardiospasm cardiotonic cardiovascular care caregiver caries carinatum carotid carpal carried carrier cartilage cartilages caruncle cat cataplexy cataract catatonic cathartics catheter catheterization cauda caught causalgia cause caused causes causing caustic cava cavitation cavities cavity cecum celiac cell cells cellulitis central cephalosporin cephalosporins cerebellar cerebellum cerebral cerebrospinal cerebrovascular cerebrum certain cerumen cervical cervicalgia cervicitis cervix cesarean chagas chair chalazion chambers change changes channels check cheek chemical chemicals chemistry chemotherapy chest cheynestokes chiasm chickenpox chiefly child childbirth childhood chills chlamydial chloral choanal cholangitis cholecystectomy cholecystitis cholelithiasis choleperitonitis cholera cholesteatoma cholesterin cholesterolosis cholinergics chondritis chondrocalcinosis chondrodystrophy chordae chorea choreas choriomeningitis chorioretinitis choroid choroidal chromosome chronic chronicus ciliary circadian circle circulating circulation circulatory circumcision circumscribed circumstances cirrhosis civilian classifiable classified claudication clavicle claw cleansing cleft cliff climacteric clinical clonorchiasis closed clostridium closure clotting cluster coagulants coagulation coal coarctation cocaine coccidioidomycosis coccyx cochlea cognition cognitive cold coli colitis collagen collapse collateral colles collision colon colonic color colostomy column coma combinations combined commode common communicable communicating compartment complaint complete completed completepartial complex complicated complicating complication complications complicationwithout compounds compression concussion condensans condition conditions conduct conduction conductive condylar condyle condyles condyloma confinement confirmed conflagration confusion congenita congenital congestion congestive conjugate conjunctiva conjunctival conjunctivitis connection connective conns conscience conscious consciousness constipation constituents constrictive construction contact contagiosum contents continua continuous contraceptive contraceptives contracture contraindication control contusion conversion converted convulsions convulsive coordination copper cor coracoid cord cordis cords cornea corneal corns coronary coronoid corpus correct corrected corrosive cortex cortical corticoadrenal cough counseling count coxsackie cracked cramp cranial craniopharyngeal crashing creactive crew crisis critical crp cruciate crushing crustaceans cryptococcal cryptococcosis cryptogenic cryptosporidiosis crystal crystalline crystals cuboid cuff culture cumulative cuneiform curb current curvature cushings cushion cut cutaneous cutaneousvesicostomy cutting cyanides cyanosis cycle cyclic cyclist cyclothymic cylinders cyst cystic cystica cysticercosis cystitis cystocele cystoid cystostomy cysts cytomegalic cytomegaloviral dacryoadenitis dacryocystitis daggers damage dander deaf death debility decision decreased deep defect defects defiant defibrillator defibrination deficiencies deficiency deficit deficits defined deformans deformities deformity degenerated degeneration degenerations degenerative degree degreenot dehydration dehydrogenase delay delayed delays deletion deletions delirium delivered delivery delta delusional delusions dementia demulcents demyelinating dental dentofacial dependence depletion deposits depressants depressed depressive derangement derivative derivatives dermatitis dermatographic dermatomycoses dermatomycosis dermatomyositis dermatophytosis dermatoses des descending desensitization detachment detergents deterrents detrusor development developmental deviated deviation device devices diabetes diabetic diagnosis dialysis diaper diaphragm diaphragmatic diarrhea diastasis diastolic dicalcium dichorionicdiamniotic diencephalohypophyseal dietary dietetics diethylstilbestrol dieulafoy different differentiated difficile difficulties difficulty diffuse digestive digestivegenital digit digital digits dilatation diphtheria diphtheriatetanuspertussis diplegia diplopia diptheriatetanus disabilities disaccharidase disaccharide disc discharge disciform discomfort disease diseases disfigurements disinfectants dislocation disorder disorders disorganized displacement disruption dissection disseminated dissociated dissociative distal distant distortions distress disturbance disturbances disuse diuretics diverticulitis diverticulosis diverticulum diving divorce dizziness dog dome domestic dominant done donors dorsal dorsalis doubling downhill downs drainage drawn dressing drip driver drop drowning drug druginduced drugresistant drugs drum dt dtap dtp dual duanes duboisii duct ducts ductus due duodenal duodenitis duodenum dura dural duration dwarfism dwelling dye dysarthria dyschromia dysfunction dysfunctions dysgenesis dyskinesia dyslexia dysmenorrhea dysmetabolic dyspepsia dysphagia dysphasia dysphonia dysplasia dysreflexia dysrhythmia dysrhythmias dyssynergia dysthymic dystonia dystrophies dystrophy dysuria e ear eardrum early eastern eaten eating ebsteins ecchymoses ecg echinococcosis echoencephalogram eclampsia ectasia ectopic ectropion eczema edema edentulism eeg effect effects effusion ehlersdanlos ehrlichiosis eight ekg elbow elderly electric electrocardiogram electrocution electrode electroencephalogram electrolyte electrolytic elevated elevation elliptocytosis elsewhere embolism embolus emesis emollients emotional emotionalpsychological emotions emphysema emphysematous emptying empyema enabling enamel encephalitis encephalocele encephalomyelitis encephalopathy encounter end endocardial endocarditis endocervicitis endocervix endocrine endometrial endometriosis endometritis endophthalmitis endoscopic endosseous engaged enlargement enophthalmos entanglement entering enteritis enterococcus enterocolitis enterohemorrhagic enterostomy enterovirus enthesopathy entoptic enuresis environmental enzyme enzymes eosinophilia eosinophilic epicondylitis epidermal epididymitis epididymoorchitis epigastric epiglottica epiglottis epiglottitis epilepsia epilepsy epileptic epiphora epiphysis episcleritis episode episodic epistaxis epitheliopathy equina equine equinovarus equinus equipment er eructation eruption erysipelas erythema erythematosus erythematous erythromelalgia erythromycin escalator escherichia esophageal esophagitis esophagostomy esophagus esotropia essences essential estrangement estrogen ethmoidal ethyl euthyroid evans event evidence exacerbation examination examinations exanthem exanthemata excavatum except excessive excitation excluding excretion executive exercise exfoliation existing exophoria exophthalmos exostosis exotropia expectorants explantation explosion explosive explosives exposure expressive expulsive extending extensor externa external externum extracorporeal extraction extradural extrahepatic extranodal extrapyramidal extravasation extreme extremes extremities extremity extrinsic exudative eye eyeball eyelid eyelids eyes face facial facilities facility factitia factitious factor factors failure falciparum fall falling fallopian fallot false familial family fascia fascial fascicular fasciitis fasting fat father fatigue fatty feared features febrile fecal feces feeding feigning felon feltys female femoral femur fertilizers fetal fetus fever fibrillation fibrinolysisaffecting fibroelastosis fibromatoses fibromatosis fibroplasia fibrosis fibula field fifth fight filariasis film finding findings finger fingers fire firearm firearms first firstdegree fish fissure fistula fistulas fitting five fixation flaccid flag flail flat flatulence flexneri flexure floor fluency fluid fluids fluroquinolones flushing flutter focal folatedeficiency follicles follicular following followup food foods foot football forearm foregut forehead foreign form formation forming forms fossa found four fourth fracture fractured fractures fragile fragilis fragments frequency frequent friction friedlnders friedreichs frontal frontotemporal frostbite fruits full fullthickness fully fume fumes function functional fundus fungi fungoides furniture furuncle fusion g gain gait galactorrhea gallbladder gallstone gamma ganglia ganglion gangrene gangrenosum gardening gas gaseous gases gastric gastrin gastritis gastroduodenitis gastroenteritis gastroesophageal gastrointestinal gastrojejunal gastroparesis gastrostomy gaze gender general generalized genetic geniculate genital genitalia genitals genitourinary geographic gerstmannstrusslerscheinker gestation giant giardiasis giddiness gigantism gingival gingivitis gingivostomatitis girdle girdles gland glands glandular glass glaucoma glenoid global globe globulin glomerulonephritis glossitis glossodynia glossopharyngeal glottis glucocorticoid glucose glutathione glycogenosis glycosides glycosuria goiter golf gonadal gonococcal goodpastures gout gouty grade graft graftversushost gramnegative grams grand granulation granuloma granulomatosis gravid gravidarum gravis great greater groin gross group growth gum gun h hair hallucinations hallucinogen hallucinogens hallux hamartoses hamate hammer hand handgun hands hanging hard hazardous hazards hbss head headache healing health hearing heart heartburn heat heavyfordates heel helicobacter hemangioma hemarthrosis hematemesis hematocrit hematological hematoma hematometra hematopoietic hematuria hemiblock hemiparesis hemiplegia hemivertebra hemochromatosis hemodialysis hemoglobinopathies hemoglobinuria hemolysis hemolytic hemolyticuremic hemopericardium hemoperitoneum hemophagocytic hemophilia hemophilus hemophthalmos hemoptysis hemorrhage hemorrhagic hemorrhoidal hemorrhoids hemosiderosis hemothorax heparininduced hepatic hepatitis hepatomegaly hepatopulmonary hepatorenal hereditary hernia heroin herpes herpesvirus herpetic herpeticum herpetiformis hesitancy heteronymous heterotopic heterotropia hib hiccough hidradenitis high highrisk highway hiking hip hirschsprungs hirsutism histiocytic histological histologically histoplasma histoplasmosis history histrionic hit hiv hiv2 hockey hodgkins hole home homicidal homonymous hordeolum hormone hormones hornets horseback horticultural hospital hot hour hours household housing hpv htlvi human humerus hunger hungry hunting huntingtons hydantoin hydrate hydrocele hydrocephalus hydrocyanic hydronephrosis hydrops hydroureter hydroxyquinoline hygiene hyperactivity hyperacusis hyperaldosteronism hyperalimentation hypercalcemia hypercholesterolemia hypercoagulable hyperemesis hyperfunction hypergammaglobulinemia hyperglyceridemia hyperhidrosis hyperlipidemia hypernasality hypernatremia hyperosmolality hyperosmolarity hyperostosis hyperparathyroidism hyperpigmentation hyperplasia hyperpotassemia hypersensitivity hypersomnia hypersplenism hypertension hypertensioncomplicating hypertensive hyperthermia hypertonicity hypertrophic hypertrophy hyperventilation hyphema hypnotic hypnotics hypocalcemia hypochondriasis hypodermic hypofunction hypogammaglobulinemia hypogastric hypoglossal hypoglycemia hypoinsulinemia hyponatremia hypoparathyroidism hypopharynx hypoplasia hypopotassemia hyposmolality hypospadias hypostasis hypotension hypothalamic hypothermia hypothyroidism hypoventilation hypoventilationhypoxemia hypovolemia hypoxemia hysterectomy iatrogenic ice ideation identified identity idiopathic iga ii iii ileocolitis ileostomy ileum ileus iliac ilium illdefined illness immaturity immediate immune immunity immunization immunodeficiency immunoglobulin immunological immunoproliferative immunosuppressive immunotherapy impact impacted impaction impaired impairment imperfecta impetigo implant implantable implanted implements impotence impulse impulsiveness inadequate inappropriate incidental incisional including inclusion income incompatibility incompetence incomplete incontinence increased index individually induced industrial indwelling inertia infant infantile infants infarction infected infection infections infectious infective inferior inferolateral inferoposterior infertility infestation infestations infiltration inflammation inflammatory inflicted influences influencing influenza influenzae infrequent infundibular infusion ingestion ingrowing inguinal inhalation inhibitors initial initiating injection injuries injuring injury inline innervation innominate inoculation inph insect insects insertion insipidus insomnia instantaneous institution instrument instruments insufficiency insulin insulins intellectual intercostal interferon intermediate intermittent internal internally internuclear internum interphalangeal interstitial intertrochanteric intervention intervertebral intestinal intestine intestines intestinovesical intoxication intra intraabdominal intracerebral intracranial intractable intraepithelial intrahepatic intramural intraocular intrapelvic intraretinal intraspinal intrathoracic intrauterine intravenous intraventricular introduce intussusception inversion inversus involuntary involvement involving iodine iridocyclitis iris iron irradiation irregular irritable ischemia ischemias ischemic ischium islets isoimmunization isolated isopropyl isthmus iv ix jaundice jaw jaws jejunum joint joints jugular jumping junction juvenile k kaposis keratitis keratoconjunctivitis keratoderma keratopathy keratosis ketoacidosis kidney kinking klebsiella klinefelters klippelfeil knee knives known kugelbergwelander kwashiorkor kyphoscoliosis kyphosis labor labrum labyrinthine labyrinthitis laceration lacerationhemorrhage lack lacrimal lactic ladder lagophthalmos landing landscaping langerhans language laparoscopic large larger laryngeal laryngitis larynx last late latent later lateral latex lawn laxity ldh lead leak leakage learning left leftsided leg legal legally legionnaires legs leiomyoma leishmaniasis length lens leprosy lesion lesions less lesser letterersiwe leukemia leukemic leukemoid leukocytes leukocytopenia leukocytosis leukodystrophy leukoencephalopathy leukorrhea level levels lewy lichen lichenification lifestyle lifting ligament ligaments ligation ligature light lightfordates lightfordateswithout limb limbs limited lip lipidoses lipodystrophy lipoid lipoma lipoprotein lips liquid liquids listeriosis liveborn liver loads lobe lobes local localizationrelated localized location lockedin long longitudinal longterm loose loosening lordosis loss louse low lower lowerinner lowerouter lumbago lumbar lumbosacral lump lunate lung lupus luteum luts lying lyme lymph lymphadenitis lymphangioleiomyomatosis lymphangioma lymphangitis lymphatic lymphedema lymphocytic lymphocytichistiocytic lymphocytopenia lymphocytosis lymphoid lymphoma lymphomas lymphoproliferative lymphosarcoma lymphotrophic lysis machine machinery machines macrodactylia macroglobulinemia macrolides macular made magnesium magnum main maintaining maintenance major mal malabsorption maladjustment malaise malar malaria malayan male malformation malformations malfunction malignant malleolus malnutrition malocclusion malposition malpresentation maltreatment malunion mammary mammogram mammographic management mandible manic manifestation manifestations manmade mantle marasmus marching marfan marginal marital markers marrow mass massive mast mastectomy mastodynia mastoid mastoiditis mastopathy material maternal matter maxillary means measure measurement mechanical mechanism meckels meconium media medial median mediastinitis mediastinum mediated medical medications medicinal medicines mediterranean medullary megacolon megakaryocytic megaloblastic melanoma mellitus member membrane membranes membranoproliferative membranous memory men meninges meningismus meningitis meningococcal meningococcemia meningoencephalitis meniscus menopausal menopause menorrhagia menstrual menstruation mental mention meralgia merkel mesenteric mesenteritis metabolic metabolism metacarpal metacarpophalangeal metacarpus metal metals metalworking metaplasia metatarsal metatarsophalangeal methadone methemoglobinemia methicillin methods metrorrhagia microangiopathy microcalcification microcephalus microorganisms microscopic microscopy microtia microvascular midcarpal midcervical middle midfoot midline migraine migrainosus migrans mild miliary milk mineral mineralocorticoid minor minutes miosis miotics mirabilis misadventure misadventures mismanagement missed missile mitochondrial mitral mixed mnires mobitz moderate molar molluscum monitoring monoamine monoarthritis monoclonal monocytic monocytosis mononeuritis mononucleosis monoplegia monoxide monteggias mood morbid morganii mother motor motorcycle motorcyclist motordriven mouth movement movements moving mower moyamoya mucopurulent mucormycosis mucosa mucosal mucositis mucous multangular multifocal multiforme multigravida multinodular multiple multiplex multisystemic murmurs muscle muscles muscletone muscular musculoskeletal mushrooms myalgia myasthenia myasthenic mycetomas mycobacteria mycobacterial mycoplasma mycoses mycosis mycotic mydriasis mydriatics myelitis myelodysplastic myelofibrosis myeloid myeloma myelopathies myelopathy myelophthisis myocardial myocarditis myoclonus myogenic myoglobinuria myoneural myopathies myopathy myopia myositis myotonia myotonic myringitis nail nails named napkin narcissistic narcolepsy narcotic narcotics nasal nasolacrimal nasopharynx native natural nature nausea navicular nec neck necrolysis necrosis necrotizing need needle negative neglect neighboring neonatal neoplasia neoplasm neoplasms neoplastic nephritis nephrogenic nephrolithiasis nephropathy nephrotic nerve nerves nervosa nervous neural neuralgia neuritis neuroendocrine neurofibromatosis neurogenic neurohypophysis neuroleptic neuroleptics neurologic neurological neuromyelitis neuronitis neuropacemaker neuropathy neurosyphilis neutropenia neutrophils nevus newborn nigricans nile nipple nocturia node nodes nodosa nodosum nodular nodule nonabsorption nonalcoholic nonarthropodborne nonautoimmune nonautologous noncollision noncompliance nonconvulsive nondominant nonexudative nonfatal nonhealing nonhemolytic noninfectious noninflammatory nonmagnetic nonmedicinal nonmotorized nonnarcotic nonneoplastic nonobstructive nonorganic nonpetroleumbased nonproliferative nonpsychotic nonpyogenic nonrelated nonrenal nonrheumatic nonruptured nonspeaking nonspecific nonsteroidal nonsuppurative nonteratogenic nonthrombocytopenic nontoxic nontraffic nontraumatic nonunion nonvenomous normal norwalk nos nose noxious nsaid nuclear nutritional nuts nystagmus obesity object objective objects obliterans observation obsessivecompulsive obstetrical obstruction obstructive occipital occlusion occulta occupant occurring ocular oculomotor odontogenic offroad oils old olecranon oligohydramnios oliguria one onset onychia oophoritis opacities open openangle opening operation operations ophthalmic ophthalmological ophthalmoplegia opiate opiates opioid opium opportunistic oppositional optic optica oral orbit orbital orchitis organ organic organism organisms organizing organophosphate organs orifice origin originating orofacial oropharyngeal oropharynx orthopedic orthopnea orthostatic os osseous ossification osteitis osteoarthrosis osteochondrosis osteodystrophy osteogenesis osteolysis osteomalacia osteomyelitis osteoporosis ostium otalgia otherwise otitis otogenic otorhinolaryngological otorrhea otosclerosis outcome ovarian ovaries ovary overactivity overexertion overflow overlap overload overweight oxazolidine oxidase oxygen pacemaker packing pain painful paintball paints palate palindromic palliative pallor palm palmar palpitations palsies palsy pancreas pancreatic pancreatitis pancytopenia panhypopituitarism panic panniculitis panophthalmitis panuveitis papanicolaou papillae papillary papilledema papillomavirus paraganglia parainfluenza paralysis paralytic parametritis paranoid parapharyngeal paraphrenia paraplegia paraproteinemia paraproteinemias parapsoriasis parasitic parasympatholytics parasympathomimetics parathyroid parenchyma parenchymal parentchild paresthetica parietal parietoalveolar parkinsonism paronychia parotid paroxysmal part partial partialis participant partner parts parvovirus passage passages passenger passive pasteurellosis pataus patella patellar patent pathogens pathologic pathological pathways patient patients pauciarticular pay peanuts pectoris pectus pedal pedestrian pedicle pediculosis pediculus pellagra pelvic pelvis pemphigoid pemphigus penetrating penetration penicillin penicillins penis peptic percent percutaneous perforation performance perfringens perfusion perianal periapical pericarditis pericardium perichondritis perinatal perineal perinephric perineum periocular period periodic periodontal periodontitis periodontosis peripartum peripheral periprosthetic peristalsis peritoneal peritoneum peritonitis peritonsillar periumbilic pernicious peroneal perpetrator persistent persisting person personal personality persons pertussis pervasive pes pesticides petit petrositis peyronies phalanges phalanx phantom pharmaceutical pharyngeal pharyngitis pharyngoesophageal pharynx phase phenomena phenothiazinebased phimosis phlebitis phobias phosphate phosphorus photokeratitis phycomycosis physical physiological phytonadione pica piercing pigment pigmentary pill pilonidal pineal pinna pisiform pituitary pityriasis place placenta placentae placental places planned plant plantar plants planus plaque plasma platelet played playground pleura pleural pleurisy plexus plexusblocking pneumococcal pneumococcus pneumoconiosis pneumocystosis pneumogastric pneumohemothorax pneumonia pneumoniae pneumonitis pneumonopathies pneumonopathy pneumothorax poisoning polio poliomyelitis poliovirus polishing pollen polyarteritis polyarthritis polyarthropathies polyarthropathy polyarticular polyclonal polycystic polycythemia polydipsia polyglandular polyhydramnios polymorphonuclear polymyalgia polymyositis polyneuritis polyneuropathy polyp polyphagia polyps polyuria pool poor poorly popliteal porphyrin portal portion position positional positive post postablative postcholecystectomy postconcussion postductal posterior postgastric posthemorrhagic postherpetic postinfection postinfectious postinflammatory postlaminectomy postmastectomy postmenopausal postmyocardial postnasal postoperative postpartum postphlebetic postprocedural postsurgical postthoracotomy posttransplant posttraumatic postural postvaricella potentially pouchitis powered praderwilli pre precerebral precipitate precipitous precordial predominance predominant predominantly preductal preeclampsia preexisting preglaucoma pregnancies pregnancy pregnant premature prematurity premenopausal premenstrual premises preoperative preparations prepatellar prepuce presbyopia prescription presence presenile present presentation presenting pressure presumed preterm previa previous priapism prickly primarily primary primigravida primum prinzmetal prior private problem problems procedure procedures process proctitis proctosigmoiditis products profile profound progressive prolapse prolapsed proliferative prolonged prophylactic propionic prostate prostatitis prosthesis prosthetic protectants protein proteincalorie proteinosis proteinuria proteus protozoa protrusion proximal prurigo pruritic pruritus psa pseudobulbar pseudocyst pseudoexfoliation pseudomonas pseudopolyposis psoas psoriasis psoriatic psychiatric psychic psychodysleptics psychogenic psychological psychomotor psychophysical psychophysiological psychosexual psychosis psychostimulant psychostimulants psychotic psychotropic pterygium ptld ptosis pubis public puerperal puerperium pulmonale pulmonary pulmonic pulpal pulsating pump puncture pupillary pure purine purposely purposes purpura purpuras purulent pushing pyelonephritis pyemia pyemic pylori pyloric pylorospasm pylorus pyoderma pyogenic pyrexia pyriform pyrophosphate qt quadrant quadriplegia qualitative quinoline quinolones rabies radial radiation radiculitis radiocarpal radiographic radiological radiotherapy radioulnar radius railway ramus rape rapidly rash rate raynauds reaction reactions reactive reading reasons reattached recent receptor recessive recklinghausens reconstruction recreation recreational rectal rectocele rectosigmoid rectovaginal rectum recurrent red redness reduction redundant reentrant referable referred reflex reflux refusal region regional regions regulation regulators reiters relapse related relative relaxants religion rem remission removal remove removed renal render renovascular repair repeated repetitive replaced replacement residential residual resistance resistant resonance resources respiration respirator respiratory response rest restless restorative restraints resulting results resuscitate retained retention reticuloendotheliosis reticulosarcoma retina retinal retinitis retinochoroiditis retinopathy retrolental retroperitoneal retroperitoneum retropharyngeal return reuptake rh rhabdomyolysis rhesus rheumatic rheumatica rheumatism rheumatoid rhinitis rhinorrhea rhinovirus rhythm rib ribs rickettsial rickettsiosis ridden rider riding rifle right rigidity ritters ritual rls road rodenticides roller rolling root roots rosacea rosea rotator rotavirus routine rsv rtpa running rupture ruptured sac sacral sacroiliac sacroiliitis sacrum sacs saddle salicylates salivary salmonella salpingitis saluretics sampling saphenous sarcoidosis sarcoma satiety scabies scaffolding scalp scanty scaphoid scapula scapular scar scd schilders schistosomiasis schizoaffective schizoid schizophrenia schizophrenic schizophreniform schizotypal schmorls schwannomatosis sciatic sciatica scleritis scleroderma sclerosing sclerosis scoliosis scooter scotoma screening scrotum sde seafood seated sebaceous seborrheic second secondary seconddegree secretion section secundum sedation sedative sedatives sedimentation seeds seizures selective selfinflicted semilunar seminal senile sensation sensations senses sensorineural sensory separation sepsis septal septic septicemia septicemias septum sequelae sequestration seroma serotonin serous serratia serum seven seventh several severe severity sex sexual sezarys shaft shape sharp sheath shigella shigellosis shock short shortness shotgun shoulder shoving shunt sialoadenitis sialolithiasis sicca sick sicklecell sicklecellhbc side sidebody sidewalk sigmoid significance signs silica silicates similar simple simplex single sinoatrial sinus sinuses sinusitis site sites situ situs six sixth skateboard skateboarding skates skating skeletal skier skiing skin 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striking stroke strongyloidiasis struck structure structures study stumbling stump styloid subacute subaortic subarachnoid subchronic subclavian subcondylar subcutaneous subdural subendocardial subglottis subluxation submersion submucous subsequent subserous substance substances substitutes subtotal subtrochanteric sudden suffocation suicidal suicide sulfonamides sulphurbearing sunstroke superficial superimposed superior supervision supplemental supporting suppurative supracondylar supraglottis supraglottitis supraspinatus supraventricular surface surgery surgical surgically surveillance susceptibility susceptible suspected suture swelling swimming swords symbolic sympathetic sympatholytics sympathomimetic sympathomimetics symphysis symptom symptomatic symptoms syncope syncytial syndrome syndromes syndrometoxic synovial synovitis synovium synthetic syphilis syphilitic syringobulbia syringomyelia system systemic systems systolic t1t6 t7t12 tabes tachycardia tachypnea tackle tags tail 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---
language: "en"
tags:
- bert
- medical
- clinical
- diagnosis
- text-classification
thumbnail: "https://core.app.datexis.com/static/paper.png"
widget:
- text: "Patient with hypertension presents to ICU."

---

# CORe Model - Clinical Diagnosis Prediction

## Model description

The CORe (_Clinical Outcome Representations_) model is introduced in the paper [Clinical Outcome Predictions from Admission Notes using Self-Supervised Knowledge Integration](https://www.aclweb.org/anthology/2021.eacl-main.75.pdf).
It is based on BioBERT and further pre-trained on clinical notes, disease descriptions and medical articles with a specialised _Clinical Outcome Pre-Training_ objective.

This model checkpoint is **fine-tuned on the task of diagnosis prediction**.
The model expects patient admission notes as input and outputs multi-label ICD9-code predictions.

#### Model Predictions
The model makes predictions on a total of 9237 labels. These contain 3- and 4-digit ICD9 codes and textual descriptions of these codes. The 4-digit codes and textual descriptions help to incorporate further topical and hierarchical information into the model during training (see Section 4.2 _ICD+: Incorporation of ICD Hierarchy_ in our paper). We recommend to only use the **3-digit code predictions at inference time**, because only those have been evaluated in our work.

#### How to use CORe Diagnosis Prediction

You can load the model via the transformers library:
```
from transformers import AutoTokenizer, AutoModelForSequenceClassification
tokenizer = AutoTokenizer.from_pretrained("bvanaken/CORe-clinical-diagnosis-prediction")
model = AutoModelForSequenceClassification.from_pretrained("bvanaken/CORe-clinical-diagnosis-prediction")
```

The following code shows an inference example:

```
input = "CHIEF COMPLAINT: Headaches\n\nPRESENT ILLNESS: 58yo man w/ hx of hypertension, AFib on coumadin presented to ED with the worst headache of his life."

tokenized_input = tokenizer(input, return_tensors="pt")
output = model(**tokenized_input)

import torch
predictions = torch.sigmoid(output.logits)
predicted_labels = [model.config.id2label[_id] for _id in (predictions > 0.3).nonzero()[:, 1].tolist()]
```
Note: For the best performance, we recommend to determine the thresholds (0.3 in this example) individually per label.


### More Information

For all the details about CORe and contact info, please visit [CORe.app.datexis.com](http://core.app.datexis.com/).

### Cite

```bibtex
@inproceedings{vanaken21,
  author    = {Betty van Aken and
               Jens-Michalis Papaioannou and
               Manuel Mayrdorfer and
               Klemens Budde and
               Felix A. Gers and
               Alexander Löser},
  title     = {Clinical Outcome Prediction from Admission Notes using Self-Supervised
               Knowledge Integration},
  booktitle = {Proceedings of the 16th Conference of the European Chapter of the
               Association for Computational Linguistics: Main Volume, {EACL} 2021,
               Online, April 19 - 23, 2021},
  publisher = {Association for Computational Linguistics},
  year      = {2021},
}
```