{"id":"W4395457103","doi":"10.1017/ice.2024.72","title":"Implementation of point-of-care molecular testing for respiratory viruses in congregate living settings","year":2024,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Respiratory viral infections research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Health Sciences Centre; Public Health Ontario; University of Toronto; Sunnybrook Health Science Centre","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Point-of-care testing; Medicine; Point of care; Virology; Point (geometry); Intensive care medicine; Nursing; Pathology; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.008032127,0.0005375897,0.0001749052,0.0005256943,0.0006180771,0.001062864,0.001488639,0.0004652792,0.0009186394],"category_scores_gemma":[0.02353931,0.0002438535,0.0003208306,0.0002839077,0.0007581226,0.0007742307,0.001543143,0.0005312876,0.0001802113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002525128,"about_ca_system_score_gemma":0.006152251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02703069,"about_ca_topic_score_gemma":0.02770388,"domain_scores_codex":[0.9938571,0.003488337,0.0002774306,0.0005893899,0.001017255,0.0007704385],"domain_scores_gemma":[0.9821965,0.00287697,0.005080292,0.001543664,0.005479283,0.002823332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000634161,0.001092636,0.889361,0.0004663027,0.0001491894,0.0003605315,0.002093356,0.001502172,0.00592951,0.000101424,0.001386661,0.09692316],"study_design_scores_gemma":[0.0001524552,0.00715748,0.9830582,0.0002484265,0.00007046178,0.0002934919,0.00255173,0.001438458,0.002213969,0.00003195128,0.002754768,0.00002873303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943314,0.0004200175,0.001627108,0.0008271073,0.0000431738,0.0006419597,0.0002649452,0.00006746151,0.001776925],"genre_scores_gemma":[0.9939795,0.000197695,0.004768235,0.0003504507,0.00002840724,0.0002470896,0.0002484937,0.00000658871,0.0001736439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02703069,"threshold_uncertainty_score":0.0537467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05177506561877671,"score_gpt":0.4200734290974661,"score_spread":0.3682983634786894,"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."}}