{"id":"W2736382828","doi":"10.1016/j.ajic.2017.06.011","title":"Patient-driven hand hygiene audit process at a regional cancer center","year":2017,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"CancerCare Manitoba; University of Manitoba","funders":"","keywords":"Medicine; Audit; Hygiene; Health care; Agency (philosophy); Nursing; Software deployment; Compliance (psychology); Medical emergency; Family medicine; Accounting; Business","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":[0.0002379122,0.0002015025,0.0006586068,0.0002457864,0.0006889179,0.0000821971,0.0001047043,0.00007218598,0.0002881843],"category_scores_gemma":[0.0005852915,0.0001620422,0.0003124136,0.0001154526,0.0004575618,0.0003447802,0.00002574376,0.0004451652,0.00002402504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005436174,"about_ca_system_score_gemma":0.000459549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009426072,"about_ca_topic_score_gemma":0.0004196087,"domain_scores_codex":[0.9981924,0.0001251398,0.000643678,0.0002153402,0.0004916863,0.0003317831],"domain_scores_gemma":[0.9949296,0.0001068015,0.002195328,0.0003524274,0.002085641,0.0003302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002338866,0.0002101239,0.9072036,0.00005269573,0.0004298773,0.00007139501,0.0003434554,0.0004719192,0.001807538,0.00001618081,0.002304591,0.08474977],"study_design_scores_gemma":[0.01481832,0.005873224,0.9059811,0.0007500761,0.0004158084,0.003465906,0.0001320192,0.001501676,0.001208273,0.00004160178,0.06547754,0.0003345218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978309,0.0001512192,0.001373627,0.01765933,0.001464396,0.0004003799,0.00001921616,0.00002669229,0.0005961492],"genre_scores_gemma":[0.9952582,0.0001972758,0.00006821861,0.002886325,0.001359512,0.00004869616,0.000002407632,0.00003082431,0.000148581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08441525,"threshold_uncertainty_score":0.6607888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734029743172926,"score_gpt":0.3317369520951131,"score_spread":0.3143966546633838,"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."}}