{"id":"W4322722385","doi":"10.1016/s2666-7568(23)00018-1","title":"Nursing home crowding and its association with outbreak-associated respiratory infection in Ontario, Canada before the COVID-19 pandemic (2014–19): a retrospective cohort study","year":2023,"lang":"en","type":"article","venue":"The Lancet Healthy Longevity","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Sunnybrook Health Science Centre; Sunnybrook Hospital; Women's College Hospital; McMaster University; Public Health Ontario","funders":"","keywords":"Medicine; Outbreak; Incidence (geometry); Retrospective cohort study; Crowding; Cohort; Cohort study; Emergency medicine; Gerontology; Environmental health; Internal medicine; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.008565181,0.0002252012,0.000673227,0.0001359836,0.001863742,0.00003226507,0.0001788012,0.0002233051,0.00002585341],"category_scores_gemma":[0.001377021,0.0001457552,0.00003403475,0.0009603943,0.000051932,0.0001248275,0.00007487701,0.001733969,0.000008905137],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02099563,"about_ca_system_score_gemma":0.003998989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9664759,"about_ca_topic_score_gemma":0.9989641,"domain_scores_codex":[0.9951367,0.002333733,0.000512651,0.0004498111,0.0006586123,0.0009084585],"domain_scores_gemma":[0.9974436,0.001135394,0.0005959803,0.000402579,0.0002068586,0.00021555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002680262,0.00005700576,0.9491339,0.00006288842,0.00005954983,0.000009621283,0.02869873,0.00002918838,0.000001508296,0.00004551757,0.02152386,0.0001101503],"study_design_scores_gemma":[0.001946318,0.0003077516,0.9906958,0.0001069622,0.00008255093,0.000003021769,0.004760476,0.00003541832,1.690513e-7,0.0003899824,0.0015262,0.0001453057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833133,0.0001661934,0.000004815519,0.01208505,0.001134637,0.002725138,0.00004466482,0.0003196644,0.0002065022],"genre_scores_gemma":[0.9959723,0.0001116194,0.000001201862,0.002919735,0.0003581344,0.0002547315,0.00003095673,0.00003657901,0.0003147825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04156188,"threshold_uncertainty_score":0.9994357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07545762168087655,"score_gpt":0.3854815747559589,"score_spread":0.3100239530750823,"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."}}