{"id":"W4416221289","doi":"10.1302/1358-992x.2025.13.051","title":"MEDICAL STUDENT PERCEPTIONS OF BARRIERS TO ORTHOPAEDIC SURGERY DIFFER BY GENDER","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mentorship; Likert scale; Orthopedic surgery; Privilege (computing); Sports medicine; Ordinal data; Descriptive statistics; Population; Perception","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00328619,0.0001859469,0.0004028228,0.0003730406,0.0006336027,0.00007238721,0.0007717837,0.0002585775,0.003626788],"category_scores_gemma":[0.003551091,0.0001794609,0.0002658416,0.001252826,0.0007590928,0.000212197,0.0002809127,0.0003319008,0.00004087113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568193,"about_ca_system_score_gemma":0.0009859224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002641923,"about_ca_topic_score_gemma":0.00008444975,"domain_scores_codex":[0.9958761,0.00005884235,0.0004347761,0.0004181593,0.002654523,0.0005576191],"domain_scores_gemma":[0.9980074,0.0002107364,0.0001012359,0.000131523,0.0004202103,0.001128966],"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":[0.00002431281,0.00008377674,0.6133752,0.00007882947,0.0000671314,0.000007111984,0.01259826,1.175508e-7,0.0001285685,0.005883002,0.3603218,0.007431938],"study_design_scores_gemma":[0.001333023,0.0001363511,0.1567207,0.0007743994,0.0003623829,0.000005345909,0.314856,0.00001311363,0.0001112021,0.0008040241,0.5242254,0.000658135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9189342,0.0003458594,0.0004563825,0.01288688,0.00117894,0.0004064112,0.00002502986,0.0001616393,0.06560466],"genre_scores_gemma":[0.9874719,0.00056141,0.00005009973,0.006481055,0.0002617256,0.00003991509,0.00001252441,0.00001230041,0.005109057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4566545,"threshold_uncertainty_score":0.9972841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139281762355685,"score_gpt":0.3068246080126963,"score_spread":0.2928964317771278,"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."}}