{"id":"W4310448596","doi":"10.1097/nne.0000000000001337","title":"Quality Feedback","year":2022,"lang":"en","type":"article","venue":"Nurse Educator","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Psychology; Quality (philosophy); Medical education; Library science; Medicine; Computer science; Philosophy; Epistemology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000345527,0.00009977305,0.0001778227,0.0001201196,0.0002836114,0.000009678003,0.0001011392,0.00003751653,0.01529367],"category_scores_gemma":[0.0001151839,0.0001082738,0.00007717909,0.0003724074,0.00004111438,0.00003686794,0.00001692278,0.0003162595,0.0003413761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006125156,"about_ca_system_score_gemma":0.001816723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002914163,"about_ca_topic_score_gemma":0.000002051779,"domain_scores_codex":[0.9986343,0.0001491707,0.0002990129,0.0002665855,0.0004169093,0.0002339835],"domain_scores_gemma":[0.9987535,0.0002026712,0.00009624087,0.0005139959,0.0001675086,0.000266123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001164166,0.0006372557,0.8641425,0.00008167628,0.00001872548,0.000002386428,0.005862136,0.00003956395,0.0001401903,0.001910376,0.1243724,0.002676299],"study_design_scores_gemma":[0.0007568043,0.0001389349,0.8493647,0.00001346168,0.00002482456,0.00003575886,0.03809613,0.00003744396,0.0001980323,0.0003169588,0.1108626,0.0001543489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597613,0.0002600632,0.000004168813,0.02796848,0.005225691,0.0004230583,0.00002782706,0.0001128757,0.006216558],"genre_scores_gemma":[0.9863757,9.625844e-7,0.0004437426,0.00474884,0.0009439209,0.0002529713,0.0001287074,0.00002835012,0.00707683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03223399,"threshold_uncertainty_score":0.9856065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05628072451767579,"score_gpt":0.4260954595427513,"score_spread":0.3698147350250755,"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."}}