{"id":"W4220788306","doi":"10.7759/cureus.23546","title":"What Faculty Want: Academic and Community Emergency Physicians’ Perceptions of Learner Feedback","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Perception; Medical education; Emergency department; Medical emergency; Family medicine; Nursing","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":[0.006998425,0.0001860355,0.0002319826,0.000644631,0.001723572,0.003007139,0.0004906144,0.0009059682,0.003534486],"category_scores_gemma":[0.03812151,0.0001259541,0.0002299864,0.0004835724,0.001189216,0.001460565,0.001621859,0.0007656008,0.000274745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00143897,"about_ca_system_score_gemma":0.002466626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003054969,"about_ca_topic_score_gemma":0.003817996,"domain_scores_codex":[0.9947365,0.002524103,0.0003141496,0.0002114433,0.001647488,0.0005663425],"domain_scores_gemma":[0.9674047,0.01760381,0.005512297,0.0005745066,0.004244252,0.004660351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005404796,0.000544656,0.57999,0.0005455127,0.00006865116,0.0008865285,0.3159002,0.0002643872,0.005109556,0.0008150284,0.00324074,0.09209435],"study_design_scores_gemma":[0.00002613274,0.0009523315,0.3401442,0.0002850284,0.00003848216,0.0009601421,0.6459589,0.0004110436,0.00196193,0.0004505998,0.008764428,0.00004675627],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961172,0.0002135011,0.0002762438,0.001139392,0.00001974545,0.00001494661,0.0000263148,0.00001398278,0.002178616],"genre_scores_gemma":[0.9992468,0.00009216349,0.0001507602,0.0001915762,0.00001368185,0.000006107221,0.00001198727,0.000003403588,0.0002835291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006998425,"threshold_uncertainty_score":0.03701162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05208762387228848,"score_gpt":0.3809275520733482,"score_spread":0.3288399282010597,"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."}}