{"id":"W2954865273","doi":"10.1016/j.ajic.2019.05.026","title":"Network analysis of cases with methicillin-resistant Staphylococcus aureus and controls in a large tertiary care facility","year":2019,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Outbreak; Transmission (telecommunications); Methicillin-resistant Staphylococcus aureus; Infection control; Health care; Staphylococcus aureus; Tertiary care; Emergency medicine; Comorbidity; Medical emergency; Intensive care medicine; Internal medicine; Virology; Telecommunications","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":[0.0007629932,0.0002262506,0.001542301,0.0006264934,0.00004775777,0.00001915614,0.00006791085,0.00007539445,0.00005977364],"category_scores_gemma":[0.0002771134,0.0001654916,0.0003335798,0.001246687,0.0002869792,0.0001205721,0.00001597728,0.0004580323,0.000001340307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691661,"about_ca_system_score_gemma":0.0002532984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009622937,"about_ca_topic_score_gemma":0.001986333,"domain_scores_codex":[0.9978345,0.0003107777,0.0008775227,0.0002463662,0.0003852723,0.0003455668],"domain_scores_gemma":[0.9969081,0.0007249853,0.001129301,0.0002803906,0.0007941613,0.0001630111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005904911,0.0001459261,0.9628949,0.00007355362,0.002100494,0.0001572979,0.0003806725,0.005212493,0.02059057,0.00002521358,0.00002798148,0.002485941],"study_design_scores_gemma":[0.006679794,0.002937613,0.9852532,0.0002668339,0.002449694,0.00002779004,0.000998445,0.0003919435,0.0003421938,0.000007616725,0.0004637745,0.0001810855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901709,0.001196141,0.007600694,0.0002036553,0.00006919528,0.0005299893,0.0001520424,0.00001140875,0.00006599715],"genre_scores_gemma":[0.9989027,0.0001067693,0.0002913933,0.0006024939,0.00005897952,0.000007137556,0.000007402304,0.00001363948,0.000009533966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02235827,"threshold_uncertainty_score":0.6748551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00645085690639364,"score_gpt":0.2606117965172352,"score_spread":0.2541609396108415,"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."}}