{"id":"W3215064686","doi":"10.1016/j.jhin.2021.11.008","title":"Factors associated with transmission of COVID-19 in long-term care facility outbreaks","year":2021,"lang":"en","type":"article","venue":"Journal of Hospital Infection","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; University of British Columbia","funders":"","keywords":"Outbreak; Preparedness; Medicine; Pandemic; Environmental health; Population; Long-term care; Attack rate; Transmission (telecommunications); Risk assessment; Infection control; Emergency medicine; Coronavirus disease 2019 (COVID-19); Disease; Intensive care medicine; Infectious disease (medical specialty); Nursing; Virology; Internal medicine","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":[0.0003649701,0.0001197538,0.0003827974,0.00017981,0.0001529816,0.000007592405,0.00004914001,0.0002073605,0.0001867707],"category_scores_gemma":[0.0004504271,0.00008682462,0.0001549707,0.0003931555,0.00003305461,0.0001879342,0.00001407456,0.0005488992,0.000001296362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007819946,"about_ca_system_score_gemma":0.0009051221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004607881,"about_ca_topic_score_gemma":0.0009891989,"domain_scores_codex":[0.9984092,0.0003687603,0.0006210443,0.0001217071,0.0002820611,0.0001972668],"domain_scores_gemma":[0.9982617,0.0002235604,0.0006102584,0.0001013428,0.0006429232,0.0001602509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009453426,0.0002621898,0.9789759,0.0002822116,0.0000455292,0.00003117525,0.01718977,0.00006375278,0.0002656335,0.000002103166,0.0002917029,0.002495476],"study_design_scores_gemma":[0.001609935,0.000912963,0.9894249,0.0004260686,0.00006746526,0.000003516541,0.006303334,0.000001281182,0.0008361037,0.00003498084,0.0002833981,0.00009609752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962758,0.0005205836,0.001311912,0.0003421601,0.001156616,0.0001872215,0.00002500965,0.000017407,0.0001632325],"genre_scores_gemma":[0.99967,0.0001053713,0.00001099129,0.00002326735,0.00006330141,0.000002256848,0.00005277748,0.000008132316,0.00006389823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01088644,"threshold_uncertainty_score":0.3540605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04347141163307972,"score_gpt":0.3745015324575931,"score_spread":0.3310301208245134,"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."}}