{"id":"W4379117754","doi":"10.1016/j.acpath.2023.100081","title":"The next phase in patient safety education: Towards a standardized, tools-based pathology patient safety curriculum","year":2023,"lang":"en","type":"article","venue":"Academic Pathology","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; American Society for Clinical Pathology; United States and Canadian Academy of Pathology","keywords":"Workgroup; Accreditation; Patient safety; Graduate medical education; Curriculum; Medicine; Medical education; Standardized test; Health care; Family medicine; Psychology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002984214,0.0003929889,0.0006517501,0.0004174011,0.001397791,0.000003781586,0.0006226884,0.001020991,0.0003011138],"category_scores_gemma":[0.00395546,0.0002997286,0.0001647069,0.001358976,0.0004624283,0.000251084,0.0003562679,0.002803982,0.0008886451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007485655,"about_ca_system_score_gemma":0.002889009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005735148,"about_ca_topic_score_gemma":0.00007771084,"domain_scores_codex":[0.9919915,0.003048094,0.002101833,0.0007987134,0.0006131882,0.001446722],"domain_scores_gemma":[0.9957962,0.001677667,0.0009799721,0.0008642328,0.0003272521,0.0003546975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002286814,0.0008657394,0.02639326,0.0001966999,0.00004659125,0.0004274887,0.02827765,0.0006246897,0.001035752,0.0087661,0.05705267,0.8740265],"study_design_scores_gemma":[0.005159721,0.0006041558,0.03113689,0.0003324496,0.00004155825,0.0000573951,0.0162863,0.0007616832,0.00008928635,0.0015933,0.9434906,0.0004466652],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9360055,0.001732856,0.002313488,0.04151844,0.007853282,0.003337289,0.0005139384,0.000456767,0.006268395],"genre_scores_gemma":[0.97773,0.003866066,0.0003314693,0.01384219,0.0003737313,0.002311151,0.0009715024,0.00006474659,0.0005091255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.886438,"threshold_uncertainty_score":0.9999455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07881155828605893,"score_gpt":0.440176356752682,"score_spread":0.3613647984666231,"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."}}