{"id":"W4401394229","doi":"10.1111/medu.15487","title":"The pitfalls and perils of anonymous learner feedback","year":2024,"lang":"en","type":"letter","venue":"Medical Education","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medical education; Psychology; MEDLINE; Medicine; Computer science; 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":[0.09211002,0.0007404908,0.0007832588,0.00154495,0.008546537,0.008702951,0.003918044,0.04009242,0.003723689],"category_scores_gemma":[0.3090402,0.001178747,0.001751149,0.001373276,0.0134173,0.009054943,0.005661251,0.03703981,0.004773342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00718777,"about_ca_system_score_gemma":0.01069974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008712184,"about_ca_topic_score_gemma":0.01578159,"domain_scores_codex":[0.8077642,0.1097925,0.0126145,0.00646467,0.0601612,0.003203033],"domain_scores_gemma":[0.591013,0.3041434,0.01981451,0.0121029,0.06138554,0.0115407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009592179,0.00005998089,0.002349392,0.0001999611,0.0000338799,0.002498513,0.007263249,0.0001806748,0.0007353097,0.01476941,0.9207414,0.05107229],"study_design_scores_gemma":[0.00007989198,0.000194845,0.003161563,0.001267563,0.00003224669,0.005857494,0.00929759,0.001788306,0.0009344529,0.02788941,0.9493084,0.0001882734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006256243,0.0003212288,0.0008522981,0.9928114,0.002557027,0.00003110107,0.00001710043,0.00008065295,0.002703593],"genre_scores_gemma":[0.01194917,0.0004244132,0.002115357,0.9754694,0.005680249,0.0001773909,0.00001078916,0.00008857851,0.004084706],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09211002,"threshold_uncertainty_score":0.4871302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421502833745153,"score_gpt":0.355676801615704,"score_spread":0.3414617732782525,"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."}}