{"id":"W3033796793","doi":"10.1128/jcm.01110-20","title":"A Public Health Laboratory Response to the Pandemic","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Pandemic; Public health; Virology; 2019-20 coronavirus outbreak; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Betacoronavirus; Medicine; Outbreak; Infectious disease (medical specialty); Pathology; Disease","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005653109,0.00008401267,0.0005568546,0.000075269,0.00005750354,0.00001117427,0.0001691736,0.000132287,0.00003915799],"category_scores_gemma":[0.02209662,0.00004902512,0.0002019672,0.0003254865,0.00009811047,0.00003034911,0.00005156864,0.0008992716,0.0001244957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004223901,"about_ca_system_score_gemma":0.001078275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001655319,"about_ca_topic_score_gemma":0.000005641394,"domain_scores_codex":[0.9971677,0.001186806,0.00122173,0.0001460034,0.00005610867,0.000221634],"domain_scores_gemma":[0.9968271,0.001780515,0.0006108221,0.0001435252,0.0003418406,0.0002961416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004952332,0.0001596563,0.0425288,0.00001815848,0.0001514508,0.00006893928,0.0005340417,0.000001075312,0.882164,0.00001080268,0.04241111,0.02699962],"study_design_scores_gemma":[0.002010803,0.00414415,0.01583114,0.00004156424,0.00002173745,0.001080613,0.0001298484,0.00001093485,0.002380693,0.00000844546,0.9742831,0.00005698608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8127786,0.0003897264,0.0004238152,0.1856483,0.0005832236,0.0001088462,0.000005897889,0.00002237914,0.00003923568],"genre_scores_gemma":[0.7860595,0.00003183016,0.0008595682,0.2120647,0.0009574805,7.67532e-7,4.424409e-7,0.000009426094,0.00001624781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.931872,"threshold_uncertainty_score":0.9861407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.311896611464935,"score_gpt":0.4545819444228046,"score_spread":0.1426853329578697,"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."}}