{"id":"W2769893261","doi":"10.1111/jep.12847","title":"Gating the holes in the <scp>Swiss</scp> cheese (part I): <scp>E</scp>xpanding professor <scp>Reason's</scp> model for patient safety","year":2017,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority; Western University; Dalhousie University; Saskatchewan Health; South Bruce Grey Health Centre; University of Saskatchewan","funders":"","keywords":"Cognition; Covert; Harm; Psychology; Health care; Rational analysis; Patient safety; Cognitive bias; Cognitive psychology; Social psychology; Psychiatry","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":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06604089,0.0003925014,0.001133604,0.0001895412,0.0007352037,0.0003713567,0.0008279466,0.000524971,0.00001075646],"category_scores_gemma":[0.9323632,0.0002398204,0.0006746555,0.0003396542,0.0004541102,0.001017052,0.0002168056,0.003046827,0.0000334085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003429662,"about_ca_system_score_gemma":0.001377405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004584504,"about_ca_topic_score_gemma":0.00007171868,"domain_scores_codex":[0.9886857,0.00310841,0.004185293,0.0006129442,0.002654075,0.0007535658],"domain_scores_gemma":[0.4013037,0.581733,0.01062222,0.001944012,0.003736615,0.0006603361],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001521955,0.01762681,0.3890814,0.0004697795,0.001721884,0.0006305121,0.03815754,0.0335788,0.0002871045,0.005924106,0.3538828,0.1571174],"study_design_scores_gemma":[0.02475959,0.003524457,0.449874,0.008867104,0.003806528,0.0006466779,0.04821635,0.3869427,0.0001179167,0.01848588,0.05461492,0.0001438231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603301,0.001277253,0.002062609,0.02180393,0.002059883,0.002633111,0.00002580766,0.00002278988,0.009784503],"genre_scores_gemma":[0.9850808,0.001281879,0.006032024,0.004767572,0.001929218,0.0001828583,0.00002350328,0.00005979649,0.000642388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8663222,"threshold_uncertainty_score":0.9992532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1558789144981109,"score_gpt":0.4915328957958423,"score_spread":0.3356539812977314,"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."}}