{"id":"W4386564587","doi":"10.1097/acm.0000000000005450","title":"Patient Engagement in Medical Trainee Selection: A Scoping Review","year":2023,"lang":"en","type":"review","venue":"Academic Medicine","topic":"Medical Education and Admissions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Ontario Council of University Libraries; Mount Royal University; The Wilson Centre; Hospital for Sick Children","funders":"","keywords":"Selection (genetic algorithm); Medical education; Limiting; Relevance (law); Inclusion (mineral); Psychology; Community engagement; Public engagement; Focus group; Medicine; Social psychology; Computer science; Public relations; Sociology; Political science","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":[0.0444915,0.00151214,0.004686531,0.01767896,0.002181709,0.007549235,0.002714436,0.005362258,0.004349248],"category_scores_gemma":[0.1957201,0.001336305,0.006040441,0.02160404,0.002527374,0.006978534,0.004542839,0.003678528,0.0006673749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008447959,"about_ca_system_score_gemma":0.03244488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006682461,"about_ca_topic_score_gemma":0.01450732,"domain_scores_codex":[0.957373,0.01825662,0.01352768,0.001970342,0.007929889,0.0009424388],"domain_scores_gemma":[0.7630748,0.2012474,0.01679242,0.002713384,0.01497942,0.001192666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001551945,0.00005948796,0.001433492,0.7911932,0.001695611,0.0001989549,0.003431636,0.0003080401,0.0001801866,0.002647037,0.009537187,0.18916],"study_design_scores_gemma":[0.00001775924,0.00005165941,0.001148618,0.9646429,0.002008037,0.0001738523,0.00127605,0.00005724756,0.00008191307,0.0006674962,0.02985624,0.00001819333],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001082547,0.9931773,0.0005529178,0.002599685,0.0005502159,0.00056664,0.000184952,0.00001171217,0.001274124],"genre_scores_gemma":[0.01443544,0.9807857,0.00110977,0.00150017,0.000247479,0.001470317,0.000225481,0.00001140209,0.0002142347],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0444915,"threshold_uncertainty_score":0.2352964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2821581402289267,"score_gpt":0.5400431535426556,"score_spread":0.2578850133137289,"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."}}