{"id":"W4286379055","doi":"10.2196/34927","title":"COVID-19 Cases Among Congregate Care Facility Staff by Neighborhood of Residence and Social and Structural Determinants: Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Sunnybrook Health Science Centre; St. Michael's Hospital","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Observational study; Residence; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Environmental health; Medicine; Virology; Outbreak; Demography; Sociology; Pathology; Infectious disease (medical specialty); Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000850481,0.0004592936,0.000496179,0.001175753,0.001356037,0.0007473814,0.001186982,0.0004834275,0.001370906],"category_scores_gemma":[0.002602443,0.0006569107,0.0006499623,0.002154713,0.0006968523,0.0006942417,0.001313963,0.0007463468,0.0003294431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00250142,"about_ca_system_score_gemma":0.002608957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2809491,"about_ca_topic_score_gemma":0.3695523,"domain_scores_codex":[0.9988331,0.0001903497,0.0001201969,0.0003660743,0.000209311,0.0002809392],"domain_scores_gemma":[0.9977754,0.0001901001,0.001008364,0.0002299031,0.0003731175,0.0004231041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003246144,0.00003139001,0.9992577,0.00001079922,0.00002939931,0.00002599748,0.0001538523,0.00001408555,0.0000396646,0.000007677573,0.0001576754,0.0002391254],"study_design_scores_gemma":[0.0000083346,0.000109579,0.9982641,0.00002137623,0.00003775265,0.0001431179,0.0009938491,0.0001732454,0.00003357125,0.00000946535,0.0001987067,0.000006822188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997816,0.0001068623,0.00009092288,0.00001675839,0.0000032054,0.00004421093,0.001676158,0.0000028063,0.0002430349],"genre_scores_gemma":[0.9980341,0.00009741997,0.0001413458,0.00003999256,0.000006996092,0.00005949129,0.001516567,0.000003005713,0.0001011238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2809491,"threshold_uncertainty_score":0.5586277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125305826545424,"score_gpt":0.4286820144079098,"score_spread":0.3033761878624858,"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."}}