{"id":"W3082174301","doi":"10.3386/w27780","title":"Test Sensitivity for Infection versus Infectiousness of SARS-CoV-2","year":2020,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); Sensitivity (control systems); Test (biology); 2019-20 coronavirus outbreak; Virology; Biology; Medicine; Internal medicine; Engineering; Ecology; Infectious disease (medical specialty); Outbreak","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004098882,0.0002414747,0.000815152,0.001040179,0.0001222345,0.00002718119,0.00009125847,0.0004815372,0.00002201133],"category_scores_gemma":[0.02283415,0.0002632786,0.0003718664,0.00041928,0.000249303,0.0001173298,0.0001035935,0.000836047,0.00005206111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001827314,"about_ca_system_score_gemma":0.004618242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003707431,"about_ca_topic_score_gemma":0.001126509,"domain_scores_codex":[0.9969956,0.0001346086,0.0008395042,0.0005450651,0.001164526,0.0003207547],"domain_scores_gemma":[0.9893566,0.005162062,0.0005696015,0.0002645977,0.004592197,0.00005488517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002544532,0.0009174531,0.02727397,0.005104696,0.001623475,0.00002718145,0.0001301984,0.0001007372,0.8947395,0.007063989,0.04988025,0.01059398],"study_design_scores_gemma":[0.005044552,0.002096344,0.005222986,0.0005256073,0.0001877721,0.0002591404,0.00002744816,0.004845706,0.9387111,0.006523108,0.03616756,0.0003886858],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4903499,0.0001478142,0.0001614485,0.0005933257,0.002476888,0.002469512,0.000344601,0.0001338571,0.5033226],"genre_scores_gemma":[0.9974073,0.000094059,0.000206656,0.00004791671,0.001569115,0.0001147435,0.0002577698,0.00006533994,0.0002371577],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5070573,"threshold_uncertainty_score":0.9999819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5229741584846392,"score_gpt":0.5507181745384757,"score_spread":0.02774401605383647,"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."}}