{"id":"W4250142904","doi":"10.1503/cmaj.191615","title":"Microscopic hematuria","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Queen's University","funders":"","keywords":"Urinalysis; Medicine; Menstruation; High-power field; Microscopic hematuria; Pathology; Computer science; Urine; Internal medicine; Kidney","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003473653,0.0006259942,0.0008738001,0.001693976,0.0005426821,0.0005309365,0.0004955102,0.0004190163,0.01167763],"category_scores_gemma":[0.002022358,0.0001494491,0.000375748,0.0009309505,0.0005310767,0.0004493362,0.0004770101,0.0008333065,0.002240881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005164591,"about_ca_system_score_gemma":0.0008993007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008669009,"about_ca_topic_score_gemma":0.01112477,"domain_scores_codex":[0.999478,0.0000511394,0.00002472103,0.00007209714,0.0003023722,0.00007167552],"domain_scores_gemma":[0.9991711,0.00008151574,0.0001758493,0.00008260131,0.0002906793,0.0001983577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001438767,0.0006552746,0.3106107,0.002231973,0.0005120659,0.05411457,0.0004993974,0.0005606544,0.02276516,0.006487337,0.2529594,0.3471647],"study_design_scores_gemma":[0.0001248,0.001096041,0.5848566,0.001944073,0.0004154056,0.1807288,0.0003929569,0.0009394525,0.00700473,0.004725038,0.2176489,0.0001231966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2699316,0.08175928,0.02915802,0.01662738,0.004816904,0.001825887,0.01663427,0.003129461,0.5761172],"genre_scores_gemma":[0.8860159,0.01890043,0.006595314,0.008955984,0.001476316,0.0001507335,0.003541449,0.0002405142,0.07412338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01167763,"threshold_uncertainty_score":0.03906554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171776858733409,"score_gpt":0.2581860515011166,"score_spread":0.2464682829137825,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}