{"id":"W4361759654","doi":"10.2196/45003","title":"Use of Rapid Antigen Tests to End Isolation in a University Setting: Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Isolation (microbiology); Coronavirus disease 2019 (COVID-19); Logistic regression; Social isolation; Pandemic; Medicine; Odds; Test (biology); Odds ratio; Internal medicine; Psychology; Disease; Infectious disease (medical specialty); Biology; Bioinformatics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002423816,0.0003852682,0.0004373019,0.0008950343,0.001172714,0.001079651,0.0008840081,0.000731227,0.002184967],"category_scores_gemma":[0.00985789,0.000545462,0.0006293356,0.001158578,0.0006273776,0.00122592,0.001374185,0.001415644,0.0004188372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009717437,"about_ca_system_score_gemma":0.001651549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01048408,"about_ca_topic_score_gemma":0.01430943,"domain_scores_codex":[0.9973972,0.0009919261,0.0003910807,0.0002982577,0.000418953,0.0005026184],"domain_scores_gemma":[0.9885358,0.002403865,0.005859819,0.0005282734,0.0009880433,0.00168423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001028879,0.0002866503,0.9978739,0.00002519202,0.00002149045,0.00007604807,0.00051429,0.00002666503,0.00006866001,0.000008830235,0.0001340912,0.0008613583],"study_design_scores_gemma":[0.00002121425,0.001145169,0.9918342,0.00005097963,0.00004087247,0.0004248041,0.005548019,0.0004016024,0.00009488691,0.00001933743,0.0004004844,0.0000185129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993955,0.00009705473,0.00005729108,0.00003107708,0.00000377139,0.00003029795,0.0001123582,0.000002223393,0.0002704716],"genre_scores_gemma":[0.9995838,0.00009224126,0.00007942924,0.00004824961,0.000006651906,0.00002145497,0.0001086398,0.000001932565,0.00005766275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01048408,"threshold_uncertainty_score":0.02084607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3700433583613533,"score_gpt":0.4662513679424246,"score_spread":0.09620800958107129,"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."}}