{"id":"W4324332234","doi":"10.5435/jaaosglobal-d-22-00180","title":"Analysis of Orthopaedic In-Training Examination Trauma Questions: 2017 to 2021","year":2023,"lang":"en","type":"article","venue":"JAAOS Global Research and Reviews","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Object Research Systems (Canada)","funders":"","keywords":"Medicine; Orthopedic surgery; MEDLINE; General surgery; Surgery","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":[0.01396025,0.00004830734,0.0002667868,0.0004995179,0.000233368,0.00004454156,0.0002537823,0.00005699991,0.0001621237],"category_scores_gemma":[0.003808452,0.00004068117,0.00006765408,0.006767208,0.0002787138,0.00009868488,0.00009377687,0.0001193063,0.00007357864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010104,"about_ca_system_score_gemma":0.000105716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002054403,"about_ca_topic_score_gemma":0.0129369,"domain_scores_codex":[0.9976968,0.0007697936,0.0002102474,0.0001877813,0.0008203719,0.0003150463],"domain_scores_gemma":[0.9992227,0.0002019406,0.00003856163,0.000129505,0.0002064669,0.0002008079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00000992549,0.00003347187,0.05122192,0.00005466823,0.00004181474,0.00002201407,0.009386285,0.000007480954,0.000009965457,0.006862819,0.009177553,0.9231721],"study_design_scores_gemma":[0.0002634835,0.0001893491,0.6143395,0.0005182528,0.0001041699,2.829138e-7,0.04579379,0.0001230126,0.000001789006,0.001563456,0.3369918,0.0001110765],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8782616,0.01368999,0.00008035248,0.004960465,0.0002122419,0.001061906,0.00004614997,0.00002526523,0.101662],"genre_scores_gemma":[0.9389372,0.05847245,0.0001004344,0.0001001581,0.0001170168,0.00003279598,0.00002529395,0.0000018067,0.002212843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.923061,"threshold_uncertainty_score":0.7219091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2987029733411438,"score_gpt":0.5020898611604877,"score_spread":0.2033868878193439,"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."}}