{"id":"W4400311843","doi":"10.1007/s44186-024-00274-1","title":"A mixed methods analysis of barriers to and facilitators of scholarly education in orthopaedic surgery residency","year":2024,"lang":"en","type":"article","venue":"Global Surgical Education - Journal of the Association for Surgical Education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medical education; Medicine; Family medicine","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":[0.03386651,0.0009731761,0.001998977,0.002826917,0.004337944,0.003569851,0.002665119,0.002236684,0.005684489],"category_scores_gemma":[0.07310835,0.001534641,0.003128184,0.003221598,0.001603059,0.003114927,0.003962724,0.002746526,0.0004749353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004031298,"about_ca_system_score_gemma":0.01123243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.013025,"about_ca_topic_score_gemma":0.02019354,"domain_scores_codex":[0.9582832,0.02783513,0.004201067,0.002499023,0.00394616,0.003235453],"domain_scores_gemma":[0.8916045,0.08709433,0.0108703,0.00271189,0.005083112,0.002635763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.007061755,0.01697936,0.866237,0.002359699,0.002808609,0.0003271779,0.06293929,0.0006879448,0.0008394242,0.001924016,0.001766485,0.03606919],"study_design_scores_gemma":[0.002773204,0.0182241,0.7761699,0.00159028,0.002909563,0.0002962271,0.183643,0.008284088,0.001458358,0.001794105,0.002637377,0.0002199218],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959326,0.0001877867,0.001109002,0.0001737383,0.00002674602,0.001785976,0.000264118,0.000009399917,0.0005105882],"genre_scores_gemma":[0.9779845,0.0001946225,0.007451815,0.0003666547,0.0000414739,0.01264658,0.0002640273,0.00001646158,0.001033825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03386651,"threshold_uncertainty_score":0.1791053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175396995389972,"score_gpt":0.3867591678104198,"score_spread":0.3650051978565201,"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."}}