{"id":"W4224224988","doi":"10.2460/javma.20.12.0704","title":"What Is Your Diagnosis?","year":2022,"lang":"en","type":"article","venue":"Journal of the American Veterinary Medical Association","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Occupational Cancer Research Centre","funders":"","keywords":"Computer science","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":[0.00122762,0.0006097325,0.000605683,0.0023056,0.001154714,0.001964204,0.000928127,0.004419752,0.0277448],"category_scores_gemma":[0.01294637,0.0002229151,0.0005991557,0.0006633688,0.001160205,0.002003452,0.0007877125,0.003751684,0.01273018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006938702,"about_ca_system_score_gemma":0.001269019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001226037,"about_ca_topic_score_gemma":0.002089777,"domain_scores_codex":[0.9990619,0.0002078246,0.0001112813,0.00008806872,0.0003357957,0.00019509],"domain_scores_gemma":[0.996603,0.0007397282,0.0003371452,0.00008648731,0.001297616,0.0009360293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001454036,0.0002126496,0.05557832,0.0005393599,0.00004955484,0.05712876,0.0003369918,0.0001705773,0.00121316,0.004515016,0.7255561,0.1545541],"study_design_scores_gemma":[0.00007483766,0.0002077833,0.02070357,0.003574283,0.000133751,0.2580367,0.003417209,0.000705875,0.001121082,0.01241518,0.6995298,0.00007986442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02836318,0.04636934,0.005322763,0.7021426,0.05799234,0.0002307241,0.0005163485,0.0004221236,0.1586406],"genre_scores_gemma":[0.3323626,0.09637667,0.018822,0.3010585,0.1329852,0.0003362022,0.001746838,0.0002154776,0.1160966],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0277448,"threshold_uncertainty_score":0.09281558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05972144939186745,"score_gpt":0.4010136190773961,"score_spread":0.3412921696855287,"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."}}