{"id":"W3153615348","doi":"10.5312/wjo.v12.i4.234","title":"Hanging up the surgical cap: Assessing the competence of aging surgeons","year":2021,"lang":"en","type":"article","venue":"World Journal of Orthopedics","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Competence (human resources); Medicine; Certification; Competency assessment; Cognition; Aptitude; Credentialing; Medical education; Psychology; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001675848,0.00009703939,0.0003275113,0.000107115,0.0001967405,0.00005282076,0.0001105238,0.00002935011,0.0003689687],"category_scores_gemma":[0.0003944135,0.00005028201,0.0002661687,0.0007312452,0.000150598,0.0001005904,0.00005372377,0.0005783234,0.00000200102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002431338,"about_ca_system_score_gemma":0.0003089252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006849177,"about_ca_topic_score_gemma":0.00002276454,"domain_scores_codex":[0.9983257,0.0001985957,0.0005958023,0.00009014718,0.0005891245,0.0002006225],"domain_scores_gemma":[0.9973524,0.00150435,0.0003824035,0.0001847165,0.0004562796,0.0001198134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001086934,0.0002061943,0.8250533,0.00009246379,0.0004016851,0.004506791,0.002233658,0.002594257,0.0003383484,0.006324629,0.0006085283,0.1575314],"study_design_scores_gemma":[0.006392035,0.00009152139,0.2773288,0.002111589,0.0006597518,0.006445075,0.006387269,0.006064633,0.001235769,0.0002351806,0.6927685,0.0002798883],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604018,0.004390191,0.00134211,0.01285383,0.001089427,0.0000907736,0.000001781161,0.0000171805,0.01981286],"genre_scores_gemma":[0.9972164,0.0001923098,0.000362259,0.0006634446,0.0003293296,3.691576e-7,0.00000201222,0.00001186449,0.001222006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.69216,"threshold_uncertainty_score":0.4039949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0433358145887341,"score_gpt":0.3451273750074505,"score_spread":0.3017915604187164,"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."}}