{"id":"W3133369589","doi":"10.1111/medu.14517","title":"Contextual Competence: How residents develop competent performance in new settings","year":2021,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia; Centre for Advancing Health Outcomes; Western University","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Competence (human resources); Autonomy; Psychology; Medical education; Grounded theory; Pedagogy; Medicine; Qualitative research; Social psychology; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0041558,0.0003181041,0.000317199,0.001019504,0.003104503,0.004404414,0.001314217,0.0007896139,0.002863444],"category_scores_gemma":[0.01087252,0.000307756,0.0003681314,0.0007217719,0.006628156,0.002638608,0.007255283,0.001154897,0.0004031225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003864153,"about_ca_system_score_gemma":0.006915084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03076117,"about_ca_topic_score_gemma":0.0511535,"domain_scores_codex":[0.9965361,0.001949855,0.0001311662,0.0002877913,0.0005059268,0.0005891183],"domain_scores_gemma":[0.9976469,0.0006020655,0.0003168163,0.0001888977,0.0004492205,0.0007961867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005156359,0.0002321439,0.05722065,0.0005570877,0.00005133284,0.001524128,0.8549958,0.0005872013,0.001904709,0.004959858,0.004512025,0.07340354],"study_design_scores_gemma":[0.0000104876,0.0003500843,0.1141352,0.0006014266,0.00004164129,0.001271579,0.8344228,0.0004245721,0.0009132517,0.003426592,0.04432256,0.00007988782],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590249,0.0009238463,0.003124634,0.003018174,0.00005716558,0.0001265901,0.00008466382,0.00008309963,0.03355695],"genre_scores_gemma":[0.9960151,0.0004729239,0.001438134,0.0001446823,0.000005904748,0.00003044333,0.00003730154,0.00001157596,0.001843959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03076117,"threshold_uncertainty_score":0.0611642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01390706486478011,"score_gpt":0.3188597736460995,"score_spread":0.3049527087813194,"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."}}