{"id":"W4224216794","doi":"10.3389/fcimb.2022.840210","title":"A Tale of Two Countries: DiaSorin Molecular’s Rapid Response to the COVID-19 Pandemic","year":2022,"lang":"en","type":"article","venue":"Frontiers in Cellular and Infection Microbiology","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Biomedical Advanced Research and Development Authority; U.S. Department of Health and Human Services","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Pneumonia; Coronavirus; 2019-20 coronavirus outbreak; Virology; Outbreak; Infectious disease (medical specialty); Disease; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02484986,0.002290452,0.0008956553,0.001404822,0.004647981,0.01071994,0.001536273,0.01104775,0.01618015],"category_scores_gemma":[0.014186,0.0008994782,0.001630382,0.000546478,0.004142164,0.00802089,0.009519707,0.02177734,0.007868401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004764746,"about_ca_system_score_gemma":0.01483203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005636743,"about_ca_topic_score_gemma":0.008847025,"domain_scores_codex":[0.9901246,0.002697664,0.0003968354,0.001665603,0.002639223,0.002476081],"domain_scores_gemma":[0.9825621,0.00180376,0.0005177019,0.0009898513,0.002660659,0.01146594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005984954,0.0004420421,0.002087312,0.0002485517,0.0000705006,0.001063249,0.0008561054,0.0002635726,0.004167868,0.01553868,0.8869946,0.08766901],"study_design_scores_gemma":[0.0001064023,0.0004425285,0.001920921,0.0003397855,0.00002573344,0.0006850205,0.001092254,0.0002372107,0.002010312,0.00711053,0.9859411,0.00008816938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0101931,0.02407156,0.005014044,0.8296208,0.1008669,0.0001944999,0.0008597357,0.000954405,0.02822506],"genre_scores_gemma":[0.1009955,0.02310896,0.03327193,0.6804386,0.02861772,0.0003460885,0.002043538,0.001297779,0.1298799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02484986,"threshold_uncertainty_score":0.1314202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064350892671977,"score_gpt":0.2830872136093993,"score_spread":0.2624437046826795,"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."}}