{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05532181,0.0006820546,0.000605716,0.002824102,0.008019926,0.007813537,0.001602965,0.002427892,0.002285502],"category_scores_gemma":[0.04917261,0.0006092097,0.0006058805,0.001568461,0.01867074,0.01241342,0.01171312,0.004043566,0.0002318455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007014592,"about_ca_system_score_gemma":0.01026728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004695733,"about_ca_topic_score_gemma":0.005171093,"domain_scores_codex":[0.9195967,0.07018428,0.001460855,0.001278446,0.004793753,0.002685936],"domain_scores_gemma":[0.9203804,0.0645482,0.004502197,0.001516871,0.005907989,0.003144479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003131722,0.00002704681,0.005329843,0.0002852718,0.00002127988,0.0007917688,0.9602602,0.0002282008,0.001348958,0.02095616,0.000433611,0.01028639],"study_design_scores_gemma":[0.000008645598,0.0000713694,0.004233168,0.001060425,0.00002076433,0.0009214271,0.9421931,0.0009487987,0.001185059,0.02561403,0.0236947,0.00004844608],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7702004,0.003858716,0.1376619,0.03048602,0.0003621248,0.0007029248,0.00008849323,0.00005964658,0.05657982],"genre_scores_gemma":[0.9882357,0.0005943493,0.008716168,0.001315828,0.00002835471,0.0001968074,0.00001800851,0.00001939315,0.0008752543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05532181,"threshold_uncertainty_score":0.2925732,"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."}}