{"id":"W4414308668","doi":"10.1080/15265161.2025.2543731","title":"PEARLS of Wisdom: A Standardized Approach to Debriefing for CEFPs","year":2025,"lang":"en","type":"letter","venue":"The American Journal of Bioethics","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Holland Bloorview Kids Rehabilitation Hospital; University Health Network; University of Toronto; SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Debriefing; Identification (biology); MEDLINE; Audit","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2199109,0.001084138,0.001104959,0.003406228,0.009319874,0.007304506,0.005605806,0.008237691,0.00767773],"category_scores_gemma":[0.3368561,0.001113147,0.001311163,0.001759412,0.009827953,0.01039418,0.01547368,0.02663693,0.004991784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01019395,"about_ca_system_score_gemma":0.03748238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006315262,"about_ca_topic_score_gemma":0.01433935,"domain_scores_codex":[0.7507225,0.2121309,0.01463467,0.002598543,0.01674449,0.003168846],"domain_scores_gemma":[0.7825348,0.112732,0.01138148,0.01729709,0.0631469,0.0129078],"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":[0.0003096761,0.0008265321,0.004080476,0.0008579158,0.00006447981,0.001657657,0.1043189,0.00076719,0.002070753,0.05419682,0.40986,0.4209895],"study_design_scores_gemma":[0.000415676,0.0008641993,0.007731724,0.005171577,0.00004308419,0.003389059,0.1325217,0.006100486,0.002342799,0.1087481,0.7320264,0.0006451732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01944448,0.002125725,0.2573644,0.6521897,0.01288518,0.01204753,0.0002951127,0.001188341,0.04245958],"genre_scores_gemma":[0.1468809,0.003166635,0.6074129,0.1858311,0.004118919,0.03572639,0.000298428,0.0005905649,0.01597421],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2199109,"threshold_uncertainty_score":0.9619887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058638328168626,"score_gpt":0.4285677673090668,"score_spread":0.3227039344922042,"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."}}