{"id":"W2166632808","doi":"10.1016/j.ajic.2013.01.039","title":"Just clean your hands: Measuring the effect of a patient safety initiative on driving transformational change in a health care system","year":2013,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Victoria Regional Health Centre","funders":"","keywords":"Medicine; Hygiene; Government (linguistics); Nursing; Infection control; Patient safety; Transformational leadership; Health care; Safety culture; Family medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009089481,0.0006707899,0.0005103817,0.00132688,0.002627412,0.002307077,0.001436292,0.001933213,0.001582471],"category_scores_gemma":[0.04684613,0.0005278363,0.001538827,0.001179418,0.001850309,0.00298056,0.003044496,0.003089833,0.0003973676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004102679,"about_ca_system_score_gemma":0.008695989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02432992,"about_ca_topic_score_gemma":0.03540753,"domain_scores_codex":[0.9868807,0.007000478,0.001030803,0.0008469972,0.00236736,0.001873623],"domain_scores_gemma":[0.9462513,0.01959754,0.01406075,0.002309297,0.006441667,0.01133945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001093748,0.008115907,0.9630792,0.0001249642,0.0004353451,0.00005547623,0.005546769,0.0009212833,0.0004469357,0.0002689881,0.0007364944,0.01917502],"study_design_scores_gemma":[0.0001238266,0.007068595,0.978794,0.00004627504,0.0002246176,0.00002660334,0.01056246,0.001726424,0.0006964962,0.0002015563,0.000480929,0.00004819315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988129,0.00001717607,0.0001104071,0.0002771806,0.0000142652,0.00009773124,0.00007118587,0.000006900725,0.0005922424],"genre_scores_gemma":[0.9989551,0.00002479274,0.0004758368,0.000158828,0.0000105369,0.0001339439,0.00008865743,0.000002549121,0.0001497868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02432992,"threshold_uncertainty_score":0.04837662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03425222939024367,"score_gpt":0.3509618297276753,"score_spread":0.3167096003374317,"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."}}