{"id":"W2079516347","doi":"10.1016/j.ajic.2004.09.003","title":"The relationship between hospital infection surveillance and control activities and antibiotic-resistant pathogen rates","year":2005,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Medicine; Infection control; Pathogen; Antibiotics; Cross infection; Emergency medicine; Intensive care medicine; Microbiology; Immunology","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":[0.0007995777,0.0001706861,0.0005027348,0.0001454814,0.0003300968,0.00009702612,0.00003605309,0.00005674779,0.00000325058],"category_scores_gemma":[0.00102538,0.0001199398,0.0001238842,0.0002102009,0.0005829196,0.0002524438,0.00001028463,0.0003627974,0.000001917145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001111772,"about_ca_system_score_gemma":0.00009968847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001135124,"about_ca_topic_score_gemma":0.0001195769,"domain_scores_codex":[0.9986492,0.0002560714,0.0005003574,0.0001518838,0.0002147024,0.0002278345],"domain_scores_gemma":[0.9965932,0.002104361,0.000759285,0.0001310007,0.0002660158,0.0001460997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006822668,0.00003892175,0.969255,0.00001494759,0.0001811618,0.000004749269,0.00007966592,0.00001745363,0.00478012,0.00008434529,0.0001025625,0.02475886],"study_design_scores_gemma":[0.002698462,0.001484988,0.992564,0.00008445042,0.0001629438,0.00009232916,0.00009191244,0.00005231956,0.0002553481,0.00005259397,0.002333255,0.000127404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887016,0.0006964377,0.006629411,0.003424177,0.000155985,0.0002882224,0.00002209136,0.00002349672,0.00005854497],"genre_scores_gemma":[0.9984696,0.000577747,0.0001464729,0.0001908949,0.0005606475,0.000003058327,0.000001274522,0.00001980157,0.00003049386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02463146,"threshold_uncertainty_score":0.4891003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008005327473125285,"score_gpt":0.2657594136809092,"score_spread":0.257754086207784,"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."}}