{"id":"W2912756237","doi":"10.1097/acm.0000000000002642","title":"Embracing Multiple Stakeholder Perspectives in Defining Trainee Competence","year":2019,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre","funders":"","keywords":"Stakeholder; Competence (human resources); Engineering ethics; Psychology; MEDLINE; Medical education; Medicine; Political science; Public relations; Social psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001149251,0.0001796642,0.0004397398,0.0004659686,0.00004471614,0.000002913813,0.0001654496,0.0002287743,0.0008844367],"category_scores_gemma":[0.004323743,0.0001463839,0.00002670692,0.0009600075,0.0002200999,0.0001434411,0.00003327774,0.001452719,0.0001762722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000241,"about_ca_system_score_gemma":0.0001684214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007483647,"about_ca_topic_score_gemma":0.000003937202,"domain_scores_codex":[0.9979922,0.00005024577,0.0006175975,0.0004092301,0.0005559821,0.0003747802],"domain_scores_gemma":[0.9989435,0.0003181376,0.0001447899,0.0003364547,0.0001621389,0.00009495754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004455322,0.0001754769,0.6321806,0.0007865141,0.0001108936,0.0000681226,0.1613555,0.0001308949,0.06941554,0.0804622,0.02394539,0.0309233],"study_design_scores_gemma":[0.01647979,0.0009464303,0.6320199,0.006688895,0.0001563674,0.0004711868,0.303558,0.01525895,0.001158116,0.004793189,0.01770132,0.0007678118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640127,0.001415327,0.0004044796,0.01323751,0.0007354047,0.000543739,0.000001039552,0.00008274935,0.01956699],"genre_scores_gemma":[0.9923918,0.0001127898,0.001181429,0.004016459,0.0005714897,0.00003138835,0.00004760764,0.0000284649,0.001618587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1422025,"threshold_uncertainty_score":0.9683962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06707126395642005,"score_gpt":0.3512254952080095,"score_spread":0.2841542312515895,"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."}}