{"id":"W2928905378","doi":"10.1111/medu.13868","title":"Educational consultants: fostering an innovative implementation of competency‐based medical education","year":2019,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Queen (butterfly); Library science; Medicine; Computer science","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":[0.01056757,0.0004079307,0.0001813991,0.001224461,0.002787509,0.004916775,0.002148121,0.003497494,0.01044553],"category_scores_gemma":[0.03819484,0.0003723676,0.0003317366,0.0007733075,0.001529047,0.002810173,0.007803496,0.003171748,0.002632657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002911735,"about_ca_system_score_gemma":0.02869508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002772767,"about_ca_topic_score_gemma":0.01048942,"domain_scores_codex":[0.9857025,0.007445795,0.0003400785,0.000688762,0.004628352,0.001194466],"domain_scores_gemma":[0.9662631,0.01075151,0.002594837,0.002386562,0.005231013,0.012773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002532705,0.007070299,0.04420183,0.0007509646,0.00007806953,0.002545894,0.01771851,0.002238723,0.01557814,0.05866347,0.1080078,0.742893],"study_design_scores_gemma":[0.0008235708,0.003501065,0.1003671,0.002443466,0.0002385697,0.01046246,0.03686021,0.02762435,0.02876142,0.0718654,0.7165391,0.0005132509],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4998674,0.0008629683,0.1137333,0.1649245,0.003064013,0.001916914,0.0001602174,0.00271548,0.2127552],"genre_scores_gemma":[0.8359832,0.0005229176,0.1139306,0.01578224,0.0004060379,0.0006464077,0.0001253289,0.0002033225,0.03240009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01056757,"threshold_uncertainty_score":0.05588734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01643887708438343,"score_gpt":0.4095984664218752,"score_spread":0.3931595893374918,"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."}}