{"id":"W4385606654","doi":"10.1177/17571774231191337","title":"Novel hand hygiene promotion method in a pediatric and maternity hospital: A quality improvement pilot project using auditory feedback","year":2023,"lang":"en","type":"article","venue":"Journal of Infection Prevention","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"B.C. Women's Hospital & Health Centre; Provincial Health Services Authority; University of British Columbia","funders":"","keywords":"Medicine; Hygiene; Promotion (chess); Intervention (counseling); Quality (philosophy); Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.003645548,0.000151319,0.0003739197,0.0009808175,0.0001278129,0.00005301987,0.00002755484,0.0001248044,0.00001866323],"category_scores_gemma":[0.0006491516,0.0001381263,0.0001404474,0.0007669292,0.00002465468,0.0004609481,0.00003665869,0.0004109794,0.000004882708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005439999,"about_ca_system_score_gemma":0.0003057744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008278705,"about_ca_topic_score_gemma":0.0001576951,"domain_scores_codex":[0.9978408,0.0003511907,0.0009820629,0.0002150705,0.0003895672,0.0002213105],"domain_scores_gemma":[0.9980734,0.00008335007,0.0009387908,0.0001245304,0.0006897461,0.00009016184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001032768,0.002860019,0.7174011,0.00307006,0.0001833868,0.00002601564,0.0006783779,0.0008992666,0.2252064,0.0000515771,0.0002284924,0.04836245],"study_design_scores_gemma":[0.004466872,0.004458065,0.9849461,0.0003299619,0.0001665427,0.0002850524,0.00006416971,0.002846347,0.001919878,0.0002995435,0.00008581075,0.0001316016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639573,0.00003919427,0.03280137,0.0003894261,0.001735398,0.0009938126,0.000003273056,0.00005056492,0.00002964297],"genre_scores_gemma":[0.9962271,0.0002280699,0.002507518,0.00002508745,0.0008292887,0.00003411671,0.000005546203,0.00002203866,0.0001212408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.267545,"threshold_uncertainty_score":0.5632628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09569639266072483,"score_gpt":0.4231689495116689,"score_spread":0.3274725568509441,"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."}}