{"id":"W3087585750","doi":"10.1093/cid/ciaa1405","title":"Association Between Hospital Outbreaks and Hand Hygiene: Insights from Electronic Monitoring","year":2020,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; Sinai Health System; Lakeridge Health; University of Toronto; Toronto East General Hospital; St. Michael's Hospital","funders":"","keywords":"Outbreak; Medicine; Poisson regression; Emergency medicine; Hygiene; Infection control; Rate ratio; Confidence interval; Attack rate; Environmental health; Demography; Internal medicine; Surgery; Virology; Population","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":[0.0001328046,0.0002063524,0.0006208857,0.00005438646,0.0002254148,0.00008949483,0.00005842288,0.0003056853,0.00004634728],"category_scores_gemma":[0.005048661,0.0001948603,0.0002250355,0.0001991058,0.00009749702,0.0001626202,0.00006598986,0.0006643662,0.00008843018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002808133,"about_ca_system_score_gemma":0.0002518934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001551943,"about_ca_topic_score_gemma":0.00001915707,"domain_scores_codex":[0.9979778,0.0002174557,0.0006397525,0.0005216029,0.0002850785,0.0003583225],"domain_scores_gemma":[0.9970754,0.00141492,0.0002730797,0.0002083204,0.0003304842,0.00069782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005023432,0.0001686004,0.9884817,0.00004596086,0.0004173862,0.00001190007,0.0001189834,0.000002812735,0.00004164533,0.00003567553,0.0003979614,0.01022713],"study_design_scores_gemma":[0.002800911,0.001571616,0.9896041,0.00006625747,0.0007878763,6.888659e-7,0.00004330753,0.0001551333,0.0001344201,0.0008674334,0.003773146,0.0001951759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911958,0.002020364,0.0002045751,0.004583322,0.0008536759,0.0005062386,0.00005418104,0.0003332598,0.000248563],"genre_scores_gemma":[0.9926482,0.0005127536,0.000008808419,0.001173825,0.005472168,0.00004097323,0.0000673123,0.00003572553,0.00004027272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01003195,"threshold_uncertainty_score":0.7946172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03011581029117831,"score_gpt":0.3440747564548226,"score_spread":0.3139589461636442,"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."}}