{"id":"W4402827753","doi":"10.1007/s10459-024-10376-6","title":"Navigating discourses of feedback: developing a pattern system of feedback","year":2024,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Computer science; Mathematics education; Medical education; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.07772031,0.001498151,0.001435989,0.01574764,0.004798846,0.01078248,0.003318271,0.002545851,0.002854975],"category_scores_gemma":[0.1525188,0.00184648,0.001836422,0.01093063,0.009136608,0.02560909,0.01146076,0.002684147,0.001124051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0068522,"about_ca_system_score_gemma":0.01949766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007016724,"about_ca_topic_score_gemma":0.008556057,"domain_scores_codex":[0.9178982,0.05436003,0.01076147,0.005651057,0.01023981,0.001089537],"domain_scores_gemma":[0.8215063,0.1278026,0.009744803,0.01087653,0.02881707,0.001252751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001994203,0.0001398735,0.01150372,0.005689941,0.0001269124,0.0007653149,0.3861074,0.00230068,0.005437839,0.1050211,0.007107833,0.4756],"study_design_scores_gemma":[0.0002408361,0.0007728019,0.01393623,0.01555963,0.0005450954,0.00180114,0.3061515,0.03885729,0.01633388,0.2686281,0.3367162,0.0004573214],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05985139,0.001630625,0.889499,0.01055254,0.0002862195,0.007957001,0.001126247,0.002073256,0.02702382],"genre_scores_gemma":[0.1085222,0.000856777,0.8824996,0.0004084719,0.00002988276,0.004527691,0.0007469002,0.0001840564,0.002224398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07772031,"threshold_uncertainty_score":0.4110292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108084846593888,"score_gpt":0.5555459206233194,"score_spread":0.4474610740294314,"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."}}