{"id":"W4312825354","doi":"10.14336/ad.2022.0820","title":"SARS-CoV-2 in Nursing Homes: Analysis of Routine Surveillance Data in Four European Countries","year":2022,"lang":"en","type":"article","venue":"Aging and Disease","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Vaccination; Outbreak; Nursing homes; Staffing; Population; Transmission (telecommunications); Demography; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); Pediatrics; Environmental health; Nursing; Internal medicine; Virology; Disease","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":[0.001678017,0.00008978965,0.0003648304,0.0001629432,0.00008140937,0.00001129724,0.000210649,0.000006818476,0.000009903065],"category_scores_gemma":[0.003150132,0.00007914459,0.00003958775,0.0005888111,0.0000760332,0.00004556862,0.0004142779,0.00008856835,4.849825e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005918289,"about_ca_system_score_gemma":0.00002418947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003033549,"about_ca_topic_score_gemma":0.0002974731,"domain_scores_codex":[0.9986101,0.000486655,0.0003031015,0.0002897134,0.0001444813,0.000165897],"domain_scores_gemma":[0.9981542,0.001280067,0.000105779,0.000404432,0.00001400955,0.00004152809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004733589,0.00009243874,0.9965288,0.00007123013,0.00005582321,0.0000563836,0.0004975108,0.0002665298,0.00001142405,0.00107598,0.0007596264,0.000536899],"study_design_scores_gemma":[0.0003422368,0.00001006953,0.9762061,0.00005644077,0.0001438174,2.814764e-7,0.0003032653,0.01083085,0.000001430067,0.01164951,0.0003442988,0.0001116895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954318,0.001442897,0.000419522,0.002159918,0.00001956267,0.00007685552,0.0002304763,0.00002814598,0.0001908178],"genre_scores_gemma":[0.999188,0.00008799239,0.0001701546,0.0004800076,0.00001077497,0.00000473345,0.00004171623,0.000006896205,0.000009729929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02032271,"threshold_uncertainty_score":0.377123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1939653839443163,"score_gpt":0.4276250158398249,"score_spread":0.2336596318955085,"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."}}