{"id":"W3004225441","doi":"10.1111/vcp.12813","title":"What is your diagnosis? Urine from a dog","year":2020,"lang":"en","type":"article","venue":"Veterinary Clinical Pathology","topic":"Veterinary Medicine and Surgery","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Urine; Content (measure theory); Information retrieval; World Wide Web; Medicine; Internal medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0004927539,0.0007132296,0.001240953,0.002992754,0.001775852,0.001598455,0.001224346,0.005293101,0.002848456],"category_scores_gemma":[0.003589934,0.0006089682,0.001101426,0.001341414,0.001683673,0.002321675,0.001341444,0.00379316,0.001489971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001333583,"about_ca_system_score_gemma":0.0007521406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004866842,"about_ca_topic_score_gemma":0.004745,"domain_scores_codex":[0.9992003,0.0001063481,0.00009429108,0.0001508515,0.0002390273,0.0002091638],"domain_scores_gemma":[0.9986653,0.0003879527,0.0001954054,0.00005848903,0.0001728291,0.0005199704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00007666204,0.00006943298,0.009866779,0.000119865,0.00002452756,0.9803843,0.0002324828,0.0001427222,0.001818012,0.0002872543,0.003019408,0.003958538],"study_design_scores_gemma":[0.00001099293,0.0001321625,0.008841131,0.0001902033,0.0000335492,0.9815193,0.0007390181,0.0003699912,0.002133124,0.0006155739,0.005382576,0.00003228937],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8059134,0.04396678,0.01110627,0.08628431,0.007217701,0.0003463554,0.00145387,0.0006180604,0.04309329],"genre_scores_gemma":[0.9608573,0.009470432,0.00508023,0.01751658,0.002226801,0.00002548236,0.0003091349,0.00009555096,0.004418449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005293101,"threshold_uncertainty_score":0.009676993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3416388466184331,"score_gpt":0.4565639220343505,"score_spread":0.1149250754159175,"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."}}