{"id":"W2606410166","doi":"10.5430/jha.v6n3p15","title":"Optimal governance of patient safety: A qualitative study on barriers to and facilitators for effective internal audit","year":2017,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"ZonMw","keywords":"Audit; Internal audit; Business; Corporate governance; Audit plan; Patient safety; Qualitative research; Joint audit; Operational auditing; Clinical governance; Accounting; Medicine; Nursing; Public relations; Health care; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020048,0.0001263219,0.0003559369,0.0000561722,0.0005639211,0.00002213227,0.0001653957,0.0000652458,0.00001806709],"category_scores_gemma":[0.003687231,0.0001039802,0.00008414539,0.00003203941,0.00006276544,0.0002662278,0.00005419274,0.0002825029,0.000004061241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002208012,"about_ca_system_score_gemma":0.0003339911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001174562,"about_ca_topic_score_gemma":0.0001624659,"domain_scores_codex":[0.9978006,0.0005638198,0.0008922475,0.0001726922,0.0003722459,0.0001983406],"domain_scores_gemma":[0.9968674,0.0006478101,0.001568099,0.0001965182,0.0004323371,0.0002878492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.01245386,0.00154499,0.03862508,0.0008196159,0.000572573,0.00005353141,0.8958693,0.00004695263,0.00008618927,0.01545927,0.004720879,0.0297478],"study_design_scores_gemma":[0.003003713,0.1289562,0.2588032,0.0008891369,0.0000673475,0.000001409726,0.6031688,0.00001335305,0.0004428765,0.0006949761,0.003745892,0.0002131593],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888076,0.00001673655,0.001356528,0.006126964,0.0009491047,0.002261422,0.0001451792,0.000004271832,0.0003322157],"genre_scores_gemma":[0.9988788,0.000009156234,0.0005471138,0.0002179093,0.0001241925,0.0001040326,0.000001555287,0.000008812444,0.0001084184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2927005,"threshold_uncertainty_score":0.4414226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03814512296312431,"score_gpt":0.4666797036073146,"score_spread":0.4285345806441903,"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."}}