KOALA ยท sleepy_king

Koality Assurance for diagnosis prediction models

Invoices processed
35544
Invoices out of scope
9026
no predictions: 1985
multi-diagnosis: 3650
disallowed diagnosis: 3391
Invoices in scopeโ“˜
26518
Auto Audited (w/ UPM+)
19491
Manually Audited
7026
Remaining
1
Production Baseline (musing_onion)
Diagnosis accuracy?: 95.1%
Outcome accuracy?: 99.4%
Projected above: 19214
Single Dx Throughput: 54.1%
Variant (sleepy_king)
Diagnosis accuracy?: 96.5%
Outcome accuracy?: 99.5%
Projected above: 21496
Single Dx Throughput: 60.5%
Key metric
ฮ” Single Dx (variant โˆ’ baseline)
6.4 pp

Start auditing

Per-diagnosis throughput ยท sleepy_king(in-scope basis: excludes multi-Dx auto-pass and disallowed Dx)

diagnosisn in-scopemanually auditedauto auditedremainingdiagnosis accuracy?outcome accuracy?tuned thrprojected โ†‘throughput
HYPERSENSITIVITY DISORDER (ALLERGY)DG0233932253622863098.4%99.8%0.38279186.5%
OTITIS EXTERNADG0118526982442454097.9%99.6%0.07266198.6%
GASTROENTERITISDG009861517598919095.1%100.0%0.6861340.4%
MASS LESIONDG026481374446928095.2%99.1%0.44109879.9%
ARTHRITISDG0020512481511097096.9%99.3%0.17123398.8%
GAIT ABNORMALITY - LAMENESS - PRESENTING COMPLAINTDG02023986349637095.1%98.8%0.3786487.6%
DERMATITISDG00592947350597095.1%99.1%0.2590095.0%
FAECAL APPEARANCE ABNORMAL - DIARRHOEA - PRESENTING COMPLAINTDG02012859281578097.5%99.9%0.1385099.0%
ANAL SAC DISORDERDG00182782148634095.2%98.6%0.5462279.5%
VOMITING - OTHER - PRESENTING COMPLAINTDG02146594223371095.1%99.4%0.4249383.0%
URINARY TRACT INFECTION (UTI)DG01885561160401095.4%99.8%0.4347484.5%
WOUND - LACERATIONDG01948475188287095.2%98.7%0.6031065.3%
OPHTHALMIC (EYE) ABNORMALITY - PRESENTING COMPLAINTDG02070449189260095.9%99.3%0.2144398.7%
SEIZURE DISORDERDG0158940944365096.0%98.8%0.1940398.5%
PAIN - OTHER - PRESENTING COMPLAINTDG02085388229159095.0%98.5%0.3926167.3%
DIETARY INDISCRETION - FOREIGN BODY INGESTION - PRESENTING COMPLAINTDG0199236597268095.0%99.7%0.1936198.9%
CARDIAC (HEART) ABNORMALITY - HEART MURMUR - PRESENTING COMPLAINTDG0197331790227095.2%98.4%0.2531298.4%
CLAW INJURY (TRAUMATIC)DG0047830159242095.4%99.3%0.3828394.0%
LETHARGY - PRESENTING COMPLAINTDG02037282172110095.1%99.6%0.3022579.8%
CORNEAL ULCERDG0054327355218095.9%100.0%0.2627098.9%
CONJUNCTIVITISDG0051227372201098.5%99.6%0.2526998.5%
TRAUMATIC INJURYDG01845270109161095.1%100.0%0.6614453.3%
LYMPHOMA (MALIGNANT)DG0263626833235095.8%100.0%0.1926598.9%
HYPERADRENOCORTICISM ("CUSHING's")DG0229325935224095.3%99.2%0.1825698.8%
BITE INJURY - DOG BITEDG0024725364189095.4%100.0%0.6421886.2%
COUGHING - PRESENTING COMPLAINTDG0198124675171095.3%100.0%0.4021386.6%
DIABETES MELLITUSDG0063421930189095.8%100.0%0.1721698.6%
HEPATOPATHY (LIVER DISORDER)DG0224421047163095.1%100.0%0.2620497.1%
PRESENTED FOR INVESTIGATION OF ABNORMAL TEST RESULT - PRESENTING COMPLAINTDG0210419912376095.1%99.0%0.4210251.3%
INTOXICATION (POISONING), PLANT - GRAPE/RAISINDG0245219713184097.4%100.0%0.2919599.0%
HEART (CARDIAC) VALVE DISORDERDG0222117553122095.1%98.4%0.7012269.7%
HYPOADRENOCORTICISM (ADRENOCORTICAL HYPOFUNCTION)DG0234716611155098.8%100.0%0.2216498.8%
INTOXICATION (POISONING)/TOXIN EXPOSURE - PRESENTING COMPLAINTDG020341647886097.5%100.0%0.2116298.8%
PATELLA LUXATIONDG0126815841117095.4%100.0%0.7210969.0%
INFLAMMATORY BOWEL DISEASE (IBD)DG0237715441113096.0%100.0%0.5912581.2%
INTERVERTEBRAL DISC DISORDERDG0240115451103093.8%96.9%0.906542.2%
INSECT BITE(S)DG0237815149102096.0%100.0%0.2214998.7%
RENAL (KIDNEY) DISORDERDG0152114937112095.2%100.0%0.1714597.3%
URINARY INCONTINENCEDG0187913627109095.4%99.2%0.2513196.3%
MAST CELL TUMOURDG0273813125106095.6%99.1%0.5811487.0%
ANOREXIA - PRESENTING COMPLAINTDG0196112473510100.0%100.0%0.822621.0%
FOREIGN BODY, GRASS SEEDDG008671232994095.3%100.0%0.658669.9%
PANCREATITISDG012131103377095.7%100.0%0.439384.5%
HEART (CARDIAC) FAILURE, CONGESTIVEDG022121092584098.1%100.0%0.2110798.2%
HIP DYSPLASIA, DEVELOPMENTALDG022681053075095.9%100.0%0.647369.5%
HAEMATURIADG021761013665096.0%100.0%0.219998.0%
INTOXICATION (POISONING) - RODENTICIDEDG0242899891095.9%100.0%0.239899.0%
URINATION ABNORMAL - OTHER - PRESENTING COMPLAINTDG02139964749096.6%100.0%0.542930.2%
PAIN - SPINAL - PRESENTING COMPLAINTDG02086944054095.4%98.9%0.278792.6%
KERATOCONJUNCTIVITIS SICCA (KCS, DRY EYE)DG02531932172095.7%98.9%0.209298.9%
INTOXICATION (POISONING) - THEOBROMINE/CHOCOLATEDG02429871275095.3%100.0%0.298597.7%
ABSCESSDG00005823250095.1%100.0%0.536174.4%
WEIGHT LOSS - PRESENTING COMPLAINTDG02149754134093.3%100.0%0.901520.0%
FELINE LOWER URINARY TRACT DISEASE (FLUTD)DG00798722547097.2%100.0%0.187198.6%
PAIN - NECK (CERVICAL) - PRESENTING COMPLAINTDG02078673037088.9%100.0%0.901826.9%
INFECTIOUS CANINE TRACHEOBRONCHITIS (KENNEL COUGH)DG02375672146095.5%98.5%0.276698.5%
INTOXICATION (POISONING), DRUG - NSAID - IBUPROFENDG02439672443095.9%100.0%0.484973.1%
SARCOMA - SOFT TISSUEDG01572661155095.4%100.0%0.256598.5%
LIPOMADG02574652243098.4%98.4%0.156498.5%
SNAKE BITEDG0162262557098.4%100.0%0.346198.4%
ANAEMIA - HAEMOLYTIC, IMMUNE-MEDIATED (IMHA) - PRIMARY (IDIOPATHIC)DG0016661952098.3%100.0%0.175996.7%
BILIARY TRACT DISORDERDG00240591346095.2%100.0%0.684271.2%
MASS LESION - SPLENICDG02723592138090.9%95.5%0.902237.3%
UROLITHIASISDG01892571938095.1%100.0%0.644171.9%
HYPOTHYROIDISMDG02361541044096.9%96.9%0.903259.3%
VULVAL DISORDERDG01942542529096.0%100.0%0.255092.6%
POLYURIA/POLYDIPSIA - PRESENTING COMPLAINTDG02097521933095.0%100.0%0.434076.9%
DENTAL (TOOTH) STRUCTURE INJURYDG005915215370100.0%100.0%0.9059.6%
THROMBOCYTOPENIADG01775521339095.5%100.0%0.354484.6%
CARCINOMA/CARCINOMA IN SITUDG00323505450100.0%100.0%0.334998.0%
HYPERTHYROIDISMDG0234350941095.8%100.0%0.244896.0%
CLAW/NAIL DISORDERDG00480491336096.4%100.0%0.672857.1%
CARDIOMYOPATHY, PRIMARYDG00385471532096.6%100.0%0.802961.7%
MASS LESION - ORAL CAVITY (MOUTH)DG02695462620096.7%100.0%0.383065.2%
DYSPNOEA - WITHOUT COUGHING - PRESENTING COMPLAINTDG020044327160โ€”โ€”0.9000.0%
MENINGITISDG02763431132096.6%100.0%0.642967.4%
BRACHYCEPHALIC AIRWAY OBSTRUCTION SYNDROME (BAOS)DG00275411130096.8%100.0%0.473175.6%
POST-OPERATIVE COMPLICATION - OTHER - PRESENTING COMPLAINTDG02100411724097.0%100.0%0.503380.5%
CONSTIPATIONDG00519391425097.2%100.0%0.243692.3%
POOR QUALITY OF LIFE - PRESENTING COMPLAINTDG02099372890100.0%100.0%0.223594.6%
FRACTURE OF PELVIC LIMBDG0087637433097.2%100.0%0.183697.3%
MASS LESION - EYELIDDG026623620160100.0%100.0%0.79616.7%
OSTEOSARCOMADG0117636828097.1%100.0%0.373597.2%
SNEEZING - PRESENTING COMPLAINTDG021253510250100.0%100.0%0.193497.1%
AURAL (EAR) HAEMATOMADG002203417170100.0%100.0%0.591544.1%
PRURITUS - PRESENTING COMPLAINTDG021093415190100.0%100.0%0.631029.4%
FRACTURE OF THORACIC LIMBDG0091134727096.6%100.0%0.422985.3%
GAIT ABNORMALITY - ATAXIA - PRESENTING COMPLAINTDG02022321616096.8%100.0%0.163196.9%
SYSTEMIC HYPERTENSIONDG01719321517096.0%100.0%0.322578.1%
ELBOW DYSPLASIA (CANINE)DG0069131724096.3%100.0%0.492787.1%
COLLAPSE/SYNCOPAL EPISODES - PRESENTING COMPLAINTDG019783013170100.0%100.0%0.90516.7%
MASS LESION - PERIANALDG027023012180100.0%100.0%0.90723.3%
PENILE/PREPUTIAL ABNORMALITY - OTHER - PRESENTING COMPLAINTDG020913013170100.0%100.0%0.901240.0%
RESPIRATORY TRACT INFECTION, UPPER (URTI)DG015343013170100.0%100.0%0.90620.0%
PANTING - PRESENTING COMPLAINTDG020872917120โ€”โ€”0.9000.0%
TREMORS/SHAKING/TREMBLING - PRESENTING COMPLAINTDG021352914150100.0%100.0%0.90413.8%
PAIN - ABDOMINAL - PRESENTING COMPLAINTDG020752816120100.0%100.0%0.90414.3%
MASS LESION - HEPATIC (LIVER)DG02669281711075.0%100.0%0.90828.6%
VESTIBULAR DISEASEDG0192828820085.7%100.0%0.901450.0%
ANAEMIADG001632711160100.0%100.0%0.90933.3%
FAECAL APPEARANCE ABNORMAL - OTHER - PRESENTING COMPLAINTDG020152717100โ€”โ€”0.9000.0%
FRACTUREDG00868277200100.0%100.0%0.901451.9%
BRONCHITISDG002912610160100.0%100.0%0.901350.0%
ADENOCARCINOMADG00089255200100.0%100.0%0.901352.0%
ANAPHYLAXISDG00189255200100.0%100.0%0.90936.0%
CRYPTORCHIDISM - UNILATERALDG00574250250100.0%100.0%0.90936.0%
LYMPHADENOMEGALY - PRESENTING COMPLAINTDG02041251114080.0%100.0%0.90520.0%
POLYARTHRITISDG01372255200100.0%100.0%0.901664.0%
PYREXIA OF UNKNOWN ORIGIN (PUO)DG01504241590โ€”โ€”0.9000.0%
ADVERSE REACTION TO VACCINATIONDG001382310130100.0%100.0%0.90417.4%
CATARACTDG00405239140100.0%100.0%0.90939.1%
NASAL (NOSE) DISORDERDG02840221570100.0%100.0%0.90313.6%
MELANOCYTIC NEOPLASM - MALIGNANT MELANOMADG0275821516092.3%100.0%0.901361.9%
SPINAL (VERTEBRAL COLUMN) DISORDERDG01629215160100.0%100.0%0.90733.3%
SPONDYLOSISDG01661212190100.0%100.0%0.901047.6%
HERNIADG02250204160โ€”โ€”0.9000.0%
PNEUMONIA - ASPIRATIONDG01345197120100.0%100.0%0.90842.1%
INTOXICATION (POISONING), PLANT (UNSPECIFIED)DG02454196130100.0%100.0%0.90631.6%
URETHRAL OBSTRUCTIONDG0186419910083.3%100.0%0.90631.6%
GLAUCOMADG00997183150100.0%100.0%0.90633.3%
OPHTHALMIC (EYE) INJURY - PRESENTING COMPLAINTDG0207116790โ€”โ€”0.9000.0%
MASS LESION - ABDOMINALDG02649161330100.0%100.0%0.90318.8%
BLEEDING - BRUISING - PRESENTING COMPLAINTDG0196615960100.0%100.0%0.9016.7%
URINATION ABNORMAL - INAPPROPRIATE URINATION - PRESENTING COMPLAINTDG02137154110100.0%100.0%0.9016.7%
PNEUMONIADG01344154110100.0%100.0%0.90640.0%
THIRD EYELID/NICTITATING MEMBRANE DISORDER - PROLAPSED GLAND (CHERRY EYE)DG01772131120100.0%100.0%0.90969.2%
UVEITISDG01901133100100.0%100.0%0.90430.8%
ENTROPIONDG00733133100100.0%100.0%0.90969.2%
PERICARDIAL EFFUSIONDG01285133100100.0%100.0%0.90215.4%
STOMATITISDG0168813670100.0%100.0%0.90538.5%
GAGGING/RETCHING - PRESENTING COMPLAINTDG0202012750โ€”โ€”0.9000.0%
REGURGITATION - PRESENTING COMPLAINTDG0211612570โ€”โ€”0.9000.0%
REVERSE SNEEZINGDG01549121110โ€”โ€”0.9000.0%
DISCHARGE - VAGINAL - PRESENTING COMPLAINTDG0199912930โ€”โ€”0.9000.0%
GIARDIASISDG0099512750100.0%100.0%0.90433.3%
Car Motion SicknessDG03219111100100.0%100.0%0.90327.3%
BLEEDING - EPISTAXIS - PRESENTING COMPLAINTDG0196811650100.0%100.0%0.9019.1%
RESPIRATORY NOISE INCREASED - PRESENTING COMPLAINTDG0211711830โ€”โ€”0.9000.0%
COGNITIVE DYSFUNCTIONDG0049111380100.0%100.0%0.90436.4%
KERATITIS - CHRONIC SUPERFICIAL (PANNUS)DG0252311380100.0%100.0%0.90654.5%
FOREIGN BODY - ORAL (MOUTH)DG0084411650โ€”โ€”0.9000.0%
LARYNGEAL PARALYSISDG0253611560100.0%100.0%0.9019.1%
MASS LESION - EAR (AURAL)DG0266111740โ€”โ€”0.9000.0%
DISCHARGE - NASAL (NOSE) - PRESENTING COMPLAINTDG0199510280100.0%100.0%0.90550.0%
WEIGHT GAIN - PRESENTING COMPLAINTDG0214810820โ€”โ€”0.9000.0%
JOINT LUXATION - HIPDG0249310460100.0%100.0%0.90110.0%
LEUKAEMIADG0255310190100.0%100.0%0.90660.0%
MASS LESION - URINARY BLADDERDG027351055075.0%100.0%0.90440.0%
WARTDG0194410460100.0%100.0%0.90110.0%
TRANSITIONAL CELL CARCINOMA OF URINARY BLADDERDG0184210280100.0%100.0%0.90550.0%
CAT FLUDG004039630100.0%100.0%0.90111.1%
HAEMANGIOSARCOMADG021649360โ€”โ€”0.9000.0%
PLEURAL EFFUSIONDG01336954066.7%100.0%0.90333.3%
SALIVATION - INCREASED/DROOLING - PRESENTING COMPLAINTDG021188620โ€”โ€”0.9000.0%
NEUROLOGICAL (NERVOUS SYSTEM) DISORDER (UNSPECIFIED)DG010618350100.0%100.0%0.90337.5%
MASS LESION - ADRENALDG026508530โ€”โ€”0.9000.0%
DERMATOPHYTOSIS (RINGWORM)DG006208350100.0%100.0%0.90225.0%
TENDINITISDG017388260โ€”โ€”0.9000.0%
ALOPECIA - PRESENTING COMPLAINTDG019597340100.0%100.0%0.90114.3%
STIFFNESS - PRESENTING COMPLAINTDG021277340100.0%100.0%0.90114.3%
Corneal Ulcer - TraumaticDG030737340100.0%100.0%0.90114.3%
CRYPTOCOCCOSISDG005697070100.0%100.0%0.90685.7%
FELINE INFECTIOUS PERITONITIS (FIP)DG007947250100.0%100.0%0.90457.1%
GASTRIC DILATION-VOLVULUS SYNDROME (GDV)DG009807520100.0%100.0%0.90114.3%
HAEMATOMA - OTHERDG021747520โ€”โ€”0.9000.0%
LIMB DEFORMITY, CONGENITALDG025687160100.0%100.0%0.90685.7%
MASS LESION - NOSE (NASAL)DG026927160100.0%100.0%0.90114.3%
ABSCESS - ORAL (MOUTH), DENTAL (TOOTH)DG000236510โ€”โ€”0.9000.0%
ORAL (MOUTH) ABNORMALITY - ULCERATION - PRESENTING COMPLAINTDG020736510100.0%100.0%0.90116.7%
PAIN - ORAL (MOUTH) - PRESENTING COMPLAINTDG020846510โ€”โ€”0.9000.0%
PYREXIA/HYPERTHERMIA - PRESENTING COMPLAINTDG021126600โ€”โ€”0.9000.0%
DISCOSPONDYLITISDG006556240100.0%100.0%0.90350.0%
GASTRIC (STOMACH) ULCERATIONDG009796150100.0%100.0%0.90116.7%
HEAT STROKEDG022226150100.0%100.0%0.90466.7%
HISTIOCYTOMA (CUTANEOUS, SKIN)DG022726240100.0%100.0%0.90116.7%
MASS LESION - THYROIDDG027306330100.0%100.0%0.90116.7%
PORTOSYSTEMIC (PORTASYSTEMIC, PORTACAVAL) SHUNT DISORDERDG01420615066.7%100.0%0.90350.0%
PYOMETRADG015026240100.0%100.0%0.90233.3%
PRESSURE-RELATED SKIN LESION (PRESSURE SORE)DG014446060100.0%100.0%0.90350.0%
SQUAMOUS CELL CARCINOMADG016706150100.0%100.0%0.90350.0%
MUSCULOSKELETAL INJURY - PRESENTING COMPLAINTDG020665320โ€”โ€”0.9000.0%
PARESIS/PARALYSIS - PRESENTING COMPLAINTDG020895050100.0%100.0%0.90240.0%
FOREIGN BODYDG008215230โ€”โ€”0.9000.0%
MASS LESION - INTESTINALDG026725140100.0%100.0%0.90120.0%
NEOPLASTIC METASTASISDG010465140100.0%100.0%0.90360.0%
PROSTATIC DISORDERDG014565230100.0%100.0%0.90120.0%
DISCOID LUPUS ERYTHEMATOSUS (DLE)DG006505320โ€”โ€”0.9000.0%
PARASITE INFESTATION - TICKSDG012585230โ€”โ€”0.9000.0%
ASCITESDG002104130โ€”โ€”0.9000.0%
HYPERCALCAEMIADG022964220100.0%100.0%0.90250.0%
MASTICATORY MYOSITISDG027414130100.0%100.0%0.90250.0%
PYELONEPHRITISDG014904130100.0%100.0%0.904100.0%
SYRINGOMYELIADG01718422050.0%100.0%0.90250.0%
ACRAL LICK DERMATITIS (GRANULOMA)DG000623120โ€”โ€”0.9000.0%
BURN INJURYDG003003030100.0%100.0%0.903100.0%
DISCHARGE - OCULAR (EYE) - PRESENTING COMPLAINTDG019963120โ€”โ€”0.9000.0%
MASS LESION - MAMMARYDG026843120100.0%100.0%0.90133.3%
MASS LESION - PULMONARY (LUNG)DG027093120100.0%100.0%0.90133.3%
MULTIPLE MYELOMADG027943030โ€”โ€”0.9000.0%
MEGAOESOPHAGUSDG027523030100.0%100.0%0.903100.0%
OESOPHAGITISDG010843120โ€”โ€”0.9000.0%
OSTEOCHONDRITIS DISSECANS (OCD)DG011313030100.0%100.0%0.90266.7%
BLINDNESS - PRESENTING COMPLAINTDG019712110โ€”โ€”0.9000.0%
CORNEAL ABNORMALITY - PRESENTING COMPLAINTDG019792110โ€”โ€”0.9000.0%
FRACTURE OF PELVIC LIMB - PHALANXDG008832020โ€”โ€”0.9000.0%
MASS LESION - BRAINDG026572110100.0%100.0%0.90150.0%
MASS LESION - MEDIASTINALDG026852020โ€”โ€”0.9000.0%
MASS LESION - FACIALDG026632200โ€”โ€”0.9000.0%
MASS LESION - LIMB, LOWERDG026812020โ€”โ€”0.9000.0%
MASS LESION - RENAL (KIDNEY)DG027132020โ€”โ€”0.9000.0%
MASS LESION - THORACICDG027282110โ€”โ€”0.9000.0%
NASOLACRIMAL (TEAR) DUCT ABNORMALITYDG028472020โ€”โ€”0.9000.0%
OSTEOMYELITISDG011482110100.0%100.0%0.90150.0%
PERITONITISDG013052020โ€”โ€”0.9000.0%
TRACHEAL COLLAPSEDG018252020100.0%100.0%0.90150.0%
ARTHRITIS - BACTERIALDG002071100โ€”โ€”0.9000.0%
ABDOMINAL DISTENSION - PRESENTING COMPLAINTDG019571100โ€”โ€”0.9000.0%
AZOTAEMIA (UNSPECIFIED)DG002331100โ€”โ€”0.9000.0%
FRACTURE OF THORACIC LIMB - PHALANXDG009241010โ€”โ€”0.9000.0%
PARASITE INFESTATION - HOOKWORMDG012501010โ€”โ€”0.9000.0%
HYPOCALCAEMIADG023491100โ€”โ€”0.9000.0%
INSULINOMADG023851010100.0%100.0%0.901100.0%
MASS LESION - BONEDG026551010โ€”โ€”0.9000.0%
MASS LESION - JAW, MANDIBLEDG026761100โ€”โ€”0.9000.0%
OESTRUSDG010941100โ€”โ€”0.9000.0%
PANCYTOPENIADG012191100โ€”โ€”0.9000.0%
PANOSTEITIS, CANINEDG012211010โ€”โ€”0.9000.0%
PARASITE INFESTATION - DIROFILARIASISDG012461010โ€”โ€”0.9000.0%
PSEUDOPREGNANCY (PHANTOM PREGNANCY)DG014681010โ€”โ€”0.9000.0%
ACUTE KIDNEY (RENAL) INJURY (AKI) - NON-AZOTAEMICDG000831100โ€”โ€”0.9000.0%
SHAR PEI FEVERDG015981100โ€”โ€”0.9000.0%
ANAL FURUNCULOSISDG001791010100.0%100.0%0.901100.0%
ORCHITISDG011151010โ€”โ€”0.9000.0%
THROMBOEMBOLISM - AORTIC (ATE)DG017821010โ€”โ€”0.9000.0%
DEWCLAW REMOVALDG029401001โ€”โ€”0.9000.0%