{"id":"W2338382558","doi":"10.3402/meo.v21.30584","title":"Reflections in a time of transition: orthopaedic faculty and resident understanding of accreditation schemes and opinions on surgical skills feedback","year":2016,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Innovations in Medical Education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Milestone; Accreditation; Graduate medical education; Medical education; Likert scale; Audit; Medicine; Graduation (instrument); Psychology; Management; Engineering","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":[0.01863309,0.0005375612,0.0004488355,0.0008108226,0.00516142,0.00446133,0.001798612,0.003062108,0.004000884],"category_scores_gemma":[0.07743587,0.0006600296,0.0008155439,0.0008235843,0.004383406,0.003674588,0.005702919,0.007120336,0.0008277625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00522289,"about_ca_system_score_gemma":0.005740048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006667763,"about_ca_topic_score_gemma":0.008987191,"domain_scores_codex":[0.9801232,0.01385952,0.000754423,0.0006033413,0.002097119,0.002562364],"domain_scores_gemma":[0.9502277,0.02712904,0.006632171,0.001053929,0.008190653,0.006766507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002334777,0.0004829888,0.02317967,0.0004564224,0.00003282629,0.003403791,0.8964037,0.0002412473,0.00339202,0.0008015406,0.02306068,0.04831166],"study_design_scores_gemma":[0.00001368715,0.000526538,0.01422201,0.0003649254,0.00001663674,0.0009820368,0.9542319,0.0001605403,0.001486095,0.0004072501,0.02750687,0.00008143534],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9151183,0.001202135,0.003197627,0.06872089,0.001733559,0.000273544,0.0002366277,0.0002043947,0.009312852],"genre_scores_gemma":[0.9852973,0.001029175,0.001562978,0.00859042,0.0002283326,0.0001123848,0.00006018555,0.00005117244,0.003068122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01863309,"threshold_uncertainty_score":0.09854233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04183827596776682,"score_gpt":0.4147201067447767,"score_spread":0.3728818307770099,"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."}}