{"id":"W2032736070","doi":"10.1108/14777270610708869","title":"Williamson's ABNA revisited","year":2006,"lang":"en","type":"article","venue":"Clinical Governance An International Journal","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Quality (philosophy); Health care; Quality management; Management science; Process management; Computer science; Risk analysis (engineering); Engineering management; Psychology; Engineering; Operations management; Medicine; Political science; Epistemology; Philosophy; Law","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":["insufficient_payload"],"category_scores_codex":[0.001678747,0.0001340207,0.0002541532,0.00004955755,0.0003949678,0.000009775661,0.0007348729,0.0002180007,0.002208357],"category_scores_gemma":[0.001530467,0.0001131825,0.0001902051,0.0001135508,0.0001248581,0.0006433477,0.00008300505,0.001329054,0.0009750129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002500798,"about_ca_system_score_gemma":0.0004108535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006364132,"about_ca_topic_score_gemma":0.00004465154,"domain_scores_codex":[0.996612,0.0004953837,0.001441933,0.0002754899,0.0008292632,0.0003459566],"domain_scores_gemma":[0.9968182,0.0004881089,0.001481367,0.000266123,0.0006793286,0.0002668644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002896714,0.0004543812,0.8234642,0.000009357303,0.00007248353,0.00007794693,0.0001597393,0.00007722339,0.00003372188,0.02867674,0.1302325,0.01645213],"study_design_scores_gemma":[0.001040749,0.00006011029,0.5090439,0.0002015096,0.000009289458,0.00001499972,0.00005030232,0.0001323613,0.000002202237,0.002115981,0.4872449,0.0000836436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8544324,0.0004880875,0.01875437,0.03052841,0.02317417,0.0005178023,0.0001930288,0.0002009711,0.07171073],"genre_scores_gemma":[0.968493,0.002021558,0.001440933,0.009256549,0.01071652,0.00001654791,0.0001039437,0.00002519303,0.007925767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3570125,"threshold_uncertainty_score":0.9998028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1057156046077113,"score_gpt":0.524941149509298,"score_spread":0.4192255449015867,"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."}}