{"id":"W4413139935","doi":"10.1007/s10459-025-10460-5","title":"Does learner handover bias ratings, entrustment decisions, and feedback across repeated encounters with the same resident?","year":2025,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto; University of Calgary; University of Alberta; University of Ottawa","funders":"","keywords":"Handover; Psychology; Medical education; Applied psychology; Computer science; Social psychology; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01156858,0.0001960631,0.0004334017,0.0006961321,0.0005054539,0.00101562,0.0003264772,0.0005193593,0.001201711],"category_scores_gemma":[0.0757421,0.0002140269,0.0004085442,0.0004375899,0.000933372,0.0007034504,0.0007663475,0.0004746791,0.0002848341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000804989,"about_ca_system_score_gemma":0.0006765121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003069589,"about_ca_topic_score_gemma":0.007134286,"domain_scores_codex":[0.9892152,0.005247547,0.0007249126,0.000945944,0.003409246,0.0004571515],"domain_scores_gemma":[0.9109194,0.04362218,0.03002626,0.004666367,0.007396175,0.003369736],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001094644,0.000413951,0.9556985,0.00012624,0.0001772717,0.0000510451,0.005680986,0.000147164,0.00281323,0.00004849922,0.0003415757,0.03340695],"study_design_scores_gemma":[0.00002115889,0.0007478314,0.9955595,0.00003137561,0.00003553702,0.00007463943,0.001974586,0.0002637495,0.0009348218,0.00005700601,0.0002814819,0.0000183083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983033,0.0001508339,0.0004928476,0.0001228516,0.00002054609,0.0000408123,0.00003825944,0.00000863865,0.0008219131],"genre_scores_gemma":[0.9992253,0.00006940963,0.0003196069,0.00009083656,0.00002153175,0.00003167671,0.00003698075,0.000004073214,0.0002006405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9884315,"threshold_uncertainty_score":0.06118119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533637792029291,"score_gpt":0.3991392853379361,"score_spread":0.3838029074176432,"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."}}