{"id":"W4389315604","doi":"10.4300/jgme-d-23-00204.1","title":"Only as Strong as the Weakest Link: Resident Perspectives on Entrustable Professional Activities and Their Impact on Learning","year":2023,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; University of Ottawa","funders":"University of Ottawa","keywords":"Context (archaeology); Grounded theory; Medical education; Perspective (graphical); Constructivist grounded theory; Psychology; Interdependence; Medicine; Computer science; Qualitative research","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":[0.005918243,0.0002462671,0.0002321878,0.0006683614,0.005230186,0.003474839,0.000828076,0.0009424031,0.001976592],"category_scores_gemma":[0.01448345,0.0002142915,0.0002290651,0.0004364789,0.006434912,0.002327311,0.003748561,0.00202137,0.0001875081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004223835,"about_ca_system_score_gemma":0.008345406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04260752,"about_ca_topic_score_gemma":0.08673205,"domain_scores_codex":[0.995254,0.002807473,0.0001411281,0.0002380333,0.0006514855,0.0009078294],"domain_scores_gemma":[0.989237,0.004196113,0.001539856,0.0002641469,0.001476869,0.003285918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009555062,0.00009478661,0.1222866,0.000152054,0.00002448947,0.001172042,0.8404977,0.0001489155,0.001998355,0.003747398,0.002326761,0.02745531],"study_design_scores_gemma":[0.000003392143,0.0001399567,0.03297953,0.00009559761,0.00002520044,0.0004123177,0.9572135,0.0001893324,0.000572009,0.0008832676,0.00745396,0.00003204777],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898212,0.0002122375,0.0005687401,0.004779811,0.00003176367,0.000008420822,0.00002103972,0.000007949745,0.004548845],"genre_scores_gemma":[0.9987556,0.0001175515,0.0001744968,0.0003803319,0.000007903016,0.000004512319,0.000006647814,0.00000321867,0.0005498179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04260752,"threshold_uncertainty_score":0.084719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02541125463214809,"score_gpt":0.3907605188434503,"score_spread":0.3653492642113021,"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."}}