{"id":"W2054383288","doi":"10.1016/j.ajic.2014.04.007","title":"Evaluating and operationalizing an environmental auditing program: A pilot study","year":2014,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Audit; Operationalization; Medicine; Product (mathematics); Operations management; Business; Engineering; Accounting","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":[0.001930641,0.0001485509,0.0004633127,0.00021327,0.0002478204,0.00006141052,0.00003326452,0.00002015072,0.00005738295],"category_scores_gemma":[0.0007515273,0.0001276101,0.00006658188,0.0001393033,0.0001205765,0.0002897173,0.00001181246,0.0003574715,0.000004232225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641527,"about_ca_system_score_gemma":0.0001000244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002562592,"about_ca_topic_score_gemma":0.00003946864,"domain_scores_codex":[0.9978469,0.0007066731,0.0006379898,0.0001915842,0.0004158027,0.0002010783],"domain_scores_gemma":[0.9983702,0.000260733,0.000698492,0.0001378676,0.0002983938,0.0002343279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006081692,0.001004322,0.588667,0.0000120774,0.0001608142,0.000007761118,0.0003105833,0.0006173553,0.00693644,0.00003074388,0.000005916934,0.4016388],"study_design_scores_gemma":[0.008860027,0.1256991,0.8180563,0.00007726662,0.0003388104,0.001353794,0.0009188895,0.04394248,0.00005391632,0.00002388455,0.0005070035,0.0001685536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990765,0.00004225749,0.00741057,0.0005784185,0.0002706481,0.0007816282,0.00000135907,0.00004700468,0.0001030744],"genre_scores_gemma":[0.9962703,0.00001160968,0.001714633,0.0009199757,0.0009956236,0.00005217461,0.000002167614,0.00002400609,0.000009501653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4014702,"threshold_uncertainty_score":0.520379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04515505536369766,"score_gpt":0.3940432028187478,"score_spread":0.3488881474550501,"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."}}