{"id":"W4377087807","doi":"10.5435/jaaos-d-22-01195","title":"Update on Educational Resources and Evaluation Tools for Orthopaedic Surgery Residents","year":2023,"lang":"en","type":"article","venue":"Journal of the American Academy of Orthopaedic Surgeons","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Object Research Systems (Canada)","funders":"","keywords":"Medicine; Accreditation; Graduate medical education; Board certification; Medical education; Certification; Graduation (instrument); Core competency; Orthopedic surgery; Program director; Residency training; Surgery; Continuing education; Management","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":[0.008671948,0.0008705125,0.001062666,0.006894791,0.0006108813,0.002213393,0.001567865,0.002386425,0.01099757],"category_scores_gemma":[0.03530718,0.0004968338,0.001597195,0.003629104,0.0002335463,0.003386333,0.001207256,0.002683907,0.008887835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001490086,"about_ca_system_score_gemma":0.003762226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007164678,"about_ca_topic_score_gemma":0.02032843,"domain_scores_codex":[0.9947032,0.0009264126,0.001135781,0.0001013191,0.002939067,0.0001942465],"domain_scores_gemma":[0.956085,0.01118496,0.00343111,0.0007261155,0.02664518,0.001927759],"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":[0.000110825,0.000600048,0.004649498,0.001443843,0.00005169933,0.0001382422,0.0001256689,0.0001708528,0.0003263027,0.00031332,0.5167027,0.4753671],"study_design_scores_gemma":[0.0001772411,0.0003617499,0.03754075,0.006178789,0.0002111045,0.000796273,0.0002995519,0.0005847215,0.001038394,0.0004952434,0.9522061,0.0001100658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.06634087,0.1662126,0.05409463,0.2548089,0.06160475,0.01661201,0.08381692,0.02204196,0.2744674],"genre_scores_gemma":[0.07852261,0.2458928,0.3269563,0.0633632,0.02158845,0.01768915,0.1067699,0.001995703,0.1372219],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01099757,"threshold_uncertainty_score":0.0458622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05290874555385691,"score_gpt":0.376358051771367,"score_spread":0.3234493062175101,"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."}}