{"id":"W2739523068","doi":"10.1186/s12913-017-2461-3","title":"Improving patient safety culture in Saudi Arabia (2012–2015): trending, improvement and benchmarking","year":2017,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Patient safety; Safety culture; Medicine; Staffing; Benchmarking; Health administration; Quality management; Teamwork; Organizational culture; Health care; Quality (philosophy); Nursing; Public health; Operations management; Management system","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":[0.005610332,0.0002805523,0.0001792608,0.00215191,0.0005173319,0.001322151,0.0004668543,0.0003528605,0.0006907613],"category_scores_gemma":[0.008863741,0.0001195144,0.0003305332,0.002995183,0.0003078872,0.0009970455,0.001122354,0.0004478404,0.0001814496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003485661,"about_ca_system_score_gemma":0.004787909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04470837,"about_ca_topic_score_gemma":0.05096115,"domain_scores_codex":[0.9975773,0.0006547192,0.0004623897,0.0001945828,0.0008267094,0.0002843286],"domain_scores_gemma":[0.9843955,0.001283212,0.004474716,0.0004239482,0.008688452,0.0007341435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000920388,0.0000933,0.9142208,0.0002487473,0.00005828678,0.00005392127,0.003147293,0.0005176523,0.0004425701,0.0002031578,0.001476269,0.079446],"study_design_scores_gemma":[0.000003780572,0.0002081417,0.9895177,0.0001264315,0.00002013172,0.00007023445,0.005469599,0.0009582373,0.0006951269,0.00004545549,0.002872836,0.00001229915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944339,0.0009293394,0.0007232386,0.001163512,0.00003801111,0.00006530749,0.0007187066,0.00002634751,0.001901502],"genre_scores_gemma":[0.997074,0.0005084226,0.00134886,0.0001236791,0.00001489525,0.00003773401,0.0005956608,0.000003349222,0.0002933502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04470837,"threshold_uncertainty_score":0.08889627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08687977906739539,"score_gpt":0.4883133152074945,"score_spread":0.4014335361400991,"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."}}