{"id":"W4404840674","doi":"10.32920/27931452.v1","title":"What Faculty Want: Academic and Community Emergency Physicians’ Perceptions of Learner Feedback","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; Community college; Perception; 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":[],"consensus_categories":[],"category_scores_codex":[0.006395798,0.0001671659,0.0002372658,0.0006954849,0.00174611,0.002906373,0.0004684846,0.001176333,0.004005417],"category_scores_gemma":[0.03657403,0.0001554195,0.0002867794,0.0005035009,0.001341754,0.001906898,0.001554056,0.001019353,0.0003553698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563523,"about_ca_system_score_gemma":0.002819548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004539948,"about_ca_topic_score_gemma":0.006400715,"domain_scores_codex":[0.9953172,0.002174348,0.0002917067,0.0002014259,0.001392969,0.0006223004],"domain_scores_gemma":[0.9698068,0.0144962,0.004755351,0.0005731056,0.004246318,0.006122108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005031945,0.0007320249,0.579698,0.0004969655,0.00007880365,0.001031519,0.3230175,0.0002585773,0.00519198,0.001139024,0.005448652,0.0824037],"study_design_scores_gemma":[0.00002355102,0.0007116824,0.3139404,0.0002267606,0.00003425611,0.000616862,0.6723231,0.0003669616,0.001615633,0.0004056535,0.009682679,0.00005247965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942678,0.0002245115,0.0002336991,0.002233861,0.00003591557,0.00001269087,0.00002995848,0.00001238336,0.002949174],"genre_scores_gemma":[0.9988785,0.0001125503,0.0001170145,0.0003930642,0.00001726754,0.000006366188,0.00001516877,0.000004210238,0.0004558422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006395798,"threshold_uncertainty_score":0.03382462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06246846856031922,"score_gpt":0.4095181179699197,"score_spread":0.3470496494096005,"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."}}