{"id":"W2010813064","doi":"10.1111/acem.12021","title":"Keynote Address: The Focus on Competencies and Individual Learner Assessment as Emerging Themes in Medical Education Research","year":2012,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa Skills and Simulation Centre; University of Ottawa","funders":"","keywords":"Scholarship; Competence (human resources); Medicine; Context (archaeology); Engineering ethics; Medical education; Psychology; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008686954,0.0002310087,0.0003497157,0.0007049725,0.000307429,0.000002006563,0.0004106172,0.0003755792,0.004511062],"category_scores_gemma":[0.01121931,0.0001432394,0.00003610437,0.001650585,0.0007174523,0.0001912841,0.0001680287,0.003510977,0.00006488679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002120165,"about_ca_system_score_gemma":0.0008643778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004395308,"about_ca_topic_score_gemma":0.0000170623,"domain_scores_codex":[0.9946848,0.0004487264,0.001045976,0.0003733111,0.002735164,0.0007120089],"domain_scores_gemma":[0.9982485,0.0004378558,0.0001967801,0.0004563822,0.000346323,0.0003141952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001080672,0.0007426608,0.5012389,0.0001984502,0.0001123208,0.000004808494,0.02508014,0.00000141772,0.0009459379,0.08665917,0.2519328,0.1329753],"study_design_scores_gemma":[0.002216079,0.0007783817,0.7875303,0.002351121,0.0001846031,0.0001687666,0.04869213,0.0004609644,0.0002632691,0.01215455,0.1448138,0.000386046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8202831,0.009438611,0.00002055589,0.1403918,0.002300817,0.0007108938,9.000286e-7,0.00004278022,0.02681054],"genre_scores_gemma":[0.9832639,0.007344378,0.0001455067,0.004302519,0.003259078,0.0002509242,0.00006038355,0.00003438373,0.001338951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2862914,"threshold_uncertainty_score":0.9987879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241542156725733,"score_gpt":0.5017211584068543,"score_spread":0.377566942734281,"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."}}