{"id":"W2164878574","doi":"10.1016/j.ajic.2008.02.008","title":"A comparison of infection control program resources, activities, and antibiotic resistant organism rates in Canadian acute care hospitals in 1999 and 2005: Pre- and post-severe acute respiratory syndrome","year":2008,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Medicine; Infection control; Clostridium difficile; Diarrhea; Outbreak; Acute care; Pneumonia; Antibiotics; Internal medicine; Vancomycin-resistant Enterococcus; Emergency medicine; Staphylococcus aureus; Intensive care medicine; Vancomycin; Pediatrics; Health care; Microbiology; Virology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003233209,0.0002210106,0.0008889429,0.0005882726,0.0001861668,0.00002404466,0.00005565393,0.0001827066,0.00001011321],"category_scores_gemma":[0.00007973041,0.0001925104,0.00006610703,0.0002677586,0.0007598865,0.0002169045,0.00001727553,0.0004860419,7.887409e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001637936,"about_ca_system_score_gemma":0.0003340121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06573297,"about_ca_topic_score_gemma":0.06851618,"domain_scores_codex":[0.9982642,0.0003984251,0.0006419869,0.0002349086,0.00006760327,0.0003928821],"domain_scores_gemma":[0.9987738,0.0001702555,0.0006720169,0.0001193885,0.000149944,0.0001146614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001106058,0.0001275444,0.9553719,0.00005512791,0.0005046147,0.0001403111,0.001642104,0.00001415139,0.03628249,0.000008166507,0.00005836616,0.004689231],"study_design_scores_gemma":[0.004550159,0.004388895,0.9857184,0.000280036,0.0002030674,0.001408242,0.0007381852,0.00001023408,0.001449034,0.000002652919,0.001049645,0.0002013922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899164,0.009165111,0.00002375962,0.0001654592,0.000135351,0.0004741096,0.00007256091,0.0000142717,0.00003295831],"genre_scores_gemma":[0.9981433,0.001612803,0.00003364185,0.0001338823,0.00001814498,0.000003694951,0.00000521912,0.00001822964,0.0000310699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03483346,"threshold_uncertainty_score":0.948481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003789241704324467,"score_gpt":0.2418291865652993,"score_spread":0.2380399448609748,"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."}}