{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001003941,0.000682715,0.0005207664,0.001221799,0.003041792,0.004152528,0.0008993783,0.001746185,0.3370281],"category_scores_gemma":[0.004885906,0.0001624222,0.00040076,0.00157775,0.001016249,0.003580018,0.002826917,0.003211207,0.1469553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001216428,"about_ca_system_score_gemma":0.003550655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008558447,"about_ca_topic_score_gemma":0.01842106,"domain_scores_codex":[0.9988921,0.0001859021,0.00004099366,0.0001446225,0.0004883711,0.0002480258],"domain_scores_gemma":[0.9981328,0.000149048,0.00008042677,0.00009740359,0.0006151648,0.0009251991],"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":[0.00001244969,0.00001574182,0.0005791122,0.0000504773,0.000003127708,0.00007081262,0.0001692363,0.00001030658,0.00009761839,0.008851037,0.9445435,0.04559664],"study_design_scores_gemma":[0.000001073834,0.000005709171,0.0003492153,0.00006666679,0.000001138437,0.00009355749,0.0002659814,0.000006812462,0.0000156123,0.0007763651,0.9984145,0.000003324856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.006202872,0.01752711,0.001642338,0.2424392,0.0492046,0.0001207339,0.006058108,0.001100082,0.6757049],"genre_scores_gemma":[0.02521655,0.01857554,0.002212823,0.06519066,0.007618883,0.0001196972,0.005892559,0.0005669413,0.8746064],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3370281,"threshold_uncertainty_score":0.9456489,"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."}}