{"id":"W4389030328","doi":"10.1093/ofid/ofad500.2247","title":"2635. Introduction of point-of-care testing for respiratory viruses in congregate living facilities","year":2023,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Outbreak; Point-of-care testing; Infection control; Gold standard (test); Emergency medicine; Point of care; Respiratory system; Multiplex; Virology; Internal medicine; Intensive care medicine; Immunology; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005283175,0.000189601,0.0005253069,0.0008026111,0.0001864739,0.00007164557,0.0001982335,0.0000895246,0.0001694763],"category_scores_gemma":[0.006834182,0.0001847127,0.0001509221,0.001337894,0.0002412528,0.0005594385,0.0003155893,0.0001646613,0.00003509726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001903617,"about_ca_system_score_gemma":0.0004130425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006792964,"about_ca_topic_score_gemma":0.0003958224,"domain_scores_codex":[0.9981276,0.0001580937,0.0006165898,0.0003934352,0.000286383,0.00041786],"domain_scores_gemma":[0.9977849,0.0007511372,0.0002099654,0.0004532713,0.0006749821,0.0001257989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003222555,0.0002584837,0.9711856,0.001283347,0.00007877163,0.000007885608,0.0002783702,0.0004362767,0.009884255,0.0007259864,0.00428132,0.01125744],"study_design_scores_gemma":[0.006870705,0.01198829,0.8554046,0.00211948,0.0002900855,0.00003227423,0.01355185,0.0007189504,0.05261237,0.003050001,0.05246918,0.0008922161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920781,0.0004891762,0.00004171885,0.0001152023,0.0002362635,0.002095565,0.0002048893,0.0001673553,0.004571702],"genre_scores_gemma":[0.998641,0.00001220664,0.00005976969,0.0001674053,0.0001414775,0.0005149646,0.00002825459,0.00004412697,0.0003908274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.115781,"threshold_uncertainty_score":0.8181648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07369418072744283,"score_gpt":0.382916379953069,"score_spread":0.3092221992256262,"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."}}