{"id":"W4206284268","doi":"10.1111/medu.14726","title":"Patient involvement in assessment of postgraduate medical learners: A scoping review","year":2022,"lang":"en","type":"review","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Inclusion (mineral); Specialty; MEDLINE; Medical education; General partnership; Comprehension; Psychology; Health care; Medicine; Family medicine; Social psychology","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004422617,0.0004295332,0.002427054,0.0008834304,0.00007684439,0.00001070981,0.0004598172,0.0005170616,0.01807639],"category_scores_gemma":[0.01812639,0.0003593613,0.0003818629,0.002399248,0.0002251694,0.00007547691,0.000264888,0.00232022,0.00002914745],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001676689,"about_ca_system_score_gemma":0.0502034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001501737,"about_ca_topic_score_gemma":0.00002483456,"domain_scores_codex":[0.9905687,0.0007460511,0.003119582,0.0006869405,0.004458859,0.0004198857],"domain_scores_gemma":[0.9970916,0.000340771,0.001166531,0.000868432,0.000253118,0.0002795721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002247305,0.001724107,0.00004546933,0.1953357,0.0000508877,0.00001618085,0.0001263132,4.765397e-8,1.521498e-8,0.0001635571,0.01944887,0.7830866],"study_design_scores_gemma":[0.0002142981,0.0001584458,0.00001417189,0.4557016,0.0003208072,0.0001041024,0.0001895519,0.00003917887,7.730109e-8,0.000008993436,0.5430855,0.0001632434],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005843351,0.9829823,0.00004136253,0.008921148,0.002056742,0.004146925,0.000003828374,0.00003858844,0.001750696],"genre_scores_gemma":[0.00001131578,0.9765651,0.001070873,0.01674496,0.0003164441,0.002986105,0.002132733,0.00006550896,0.0001069382],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7829233,"threshold_uncertainty_score":0.9999815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07179295522206242,"score_gpt":0.4882197170243286,"score_spread":0.4164267618022662,"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."}}