{"id":"W4387023049","doi":"10.1503/cmaj.230931","title":"Ten million and counting","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge; Lethbridge College","funders":"","keywords":"Rib cage; Medicine; Surgery; Mitral valve; General surgery; Computer science; Anatomy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005230067,0.00006239386,0.0001546147,0.0001785385,0.00114488,0.00001919712,0.00008058225,0.0005480343,0.001367649],"category_scores_gemma":[0.002257098,0.00005319177,0.00002642109,0.0002239032,0.00001221892,0.00006517473,0.00001639419,0.001400124,0.0008318902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006817213,"about_ca_system_score_gemma":0.003002959,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01152397,"about_ca_topic_score_gemma":0.1363037,"domain_scores_codex":[0.997633,0.0004768764,0.000420818,0.00009883158,0.000757655,0.0006128008],"domain_scores_gemma":[0.997561,0.0004322306,0.0001841577,0.00005106669,0.0003205859,0.001451006],"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":[0.000001430086,0.000002444543,0.4077866,0.00008369614,0.00003186008,0.0001918474,0.003966402,2.655669e-7,0.000003810464,0.0007154099,0.5277254,0.0594908],"study_design_scores_gemma":[0.0003120426,0.00001148899,0.1703335,0.0001955376,0.000002802554,0.00002417919,0.008635837,0.000142979,8.326629e-8,0.0001969826,0.8200873,0.00005726497],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6839276,0.0005946594,0.00001266373,0.2921619,0.003303928,0.0002179368,0.00002601659,0.00008355921,0.01967173],"genre_scores_gemma":[0.9716054,0.001668394,0.00001843081,0.01534091,0.006179736,0.00001794834,0.000009456067,0.00002196702,0.005137735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2923619,"threshold_uncertainty_score":0.9999461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05097968468591483,"score_gpt":0.3900649887262603,"score_spread":0.3390853040403455,"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."}}