{"id":"W2602246049","doi":"","title":"Orthopaedic Surgery Residents Perspectives on the Roles and Tasks Effective to Becoming a Competent Physician: A Mixed Methods Study","year":2012,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of International Science and Engineering","keywords":"Medicine; Medical education; Family medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0234914,0.0004515985,0.0007061438,0.001716815,0.004652049,0.004111256,0.0008861781,0.001052014,0.00241678],"category_scores_gemma":[0.02670052,0.0009251551,0.0004416695,0.001716397,0.002479043,0.002547411,0.0029532,0.001700022,0.0003127017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003762356,"about_ca_system_score_gemma":0.006542113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01463055,"about_ca_topic_score_gemma":0.03908708,"domain_scores_codex":[0.9879791,0.007876471,0.0006236541,0.0005381097,0.001630884,0.001351895],"domain_scores_gemma":[0.9762358,0.0167048,0.00235201,0.0005085787,0.002827503,0.001371327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002698599,0.001210697,0.06047437,0.0003552611,0.00004980655,0.0004050237,0.9146495,0.000059963,0.00109033,0.0007716541,0.0006610805,0.02000246],"study_design_scores_gemma":[0.00003481145,0.0009073099,0.03534516,0.0002234062,0.00002622859,0.0001980341,0.9586394,0.0001866892,0.0004497097,0.0001944074,0.003761855,0.00003307085],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981332,0.0001463947,0.0002860614,0.0002178676,0.000009490192,0.0001291157,0.00005892086,0.00000192841,0.001017026],"genre_scores_gemma":[0.9945146,0.0007937709,0.001273524,0.0007953919,0.00003351556,0.0007265694,0.00008544127,0.00001011807,0.001767092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0234914,"threshold_uncertainty_score":0.1242359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03038824284834149,"score_gpt":0.4371275621609963,"score_spread":0.4067393193126548,"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."}}