{"id":"W4280602669","doi":"10.1503/cmaj.220542","title":"Rosella C","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002245477,0.00005787739,0.0001348784,0.0001709958,0.0005744088,0.00002717985,0.000103777,0.0002303119,0.02731415],"category_scores_gemma":[0.0004546195,0.00005104225,0.00009083475,0.00028765,0.00006428552,0.00002792638,0.00002179464,0.001743584,0.00007975771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001384882,"about_ca_system_score_gemma":0.004752871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007522684,"about_ca_topic_score_gemma":0.001810724,"domain_scores_codex":[0.9969644,0.0001339809,0.0002642296,0.00009520158,0.002240163,0.0003020563],"domain_scores_gemma":[0.9978079,0.00005894982,0.0001078448,0.00006557903,0.0001951343,0.00176455],"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":[0.0000303459,0.0001210781,0.0374226,0.00001551225,0.0001957925,0.0019157,0.0006427187,0.00001825843,0.0001047644,0.006363388,0.7398016,0.2133683],"study_design_scores_gemma":[0.0008142292,0.0000905886,0.02405613,0.00001166285,0.00001831976,0.001662504,0.0002770647,0.0006690351,0.000004208104,0.0009103423,0.9714239,0.00006198486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1032624,0.000661076,0.0001438206,0.8643901,0.003386009,0.0001921989,0.0000326683,0.00004288821,0.02788885],"genre_scores_gemma":[0.9503497,0.00007210772,0.00009650015,0.04354616,0.001594368,0.000005845669,0.00002592833,0.00001258686,0.004296821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8470873,"threshold_uncertainty_score":0.973575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008674382999083515,"score_gpt":0.2489124251958356,"score_spread":0.2402380421967521,"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."}}