{"id":"W4378070457","doi":"10.1073/pnas.2305856120","title":"When the role of uncertainty is…uncertain","year":2023,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research; Government of Canada","keywords":"Pathogenesis; Coronavirus disease 2019 (COVID-19); Virus; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Genetically modified mouse; Transgene; Immunology; Disease; Biology; Medicine; Gene; Pathology; Infectious disease (medical specialty); Genetics","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":[0.01321224,0.0006612946,0.001319907,0.00136976,0.002074595,0.01095529,0.00148611,0.004612115,0.01014678],"category_scores_gemma":[0.08611044,0.0007359648,0.0006772649,0.001243525,0.007907157,0.01500211,0.003555912,0.005902311,0.001092491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004054704,"about_ca_system_score_gemma":0.003031313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005463546,"about_ca_topic_score_gemma":0.004161213,"domain_scores_codex":[0.9932047,0.003083038,0.0002933476,0.001311416,0.001219503,0.0008879773],"domain_scores_gemma":[0.9428282,0.04329113,0.00558726,0.002953005,0.003489289,0.001851083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002765187,0.00005854182,0.008129081,0.0003900863,0.0002508021,0.001084059,0.002043329,0.01788187,0.0004690701,0.8984915,0.0256967,0.04522839],"study_design_scores_gemma":[0.00001334083,0.0000155643,0.001037252,0.00008404328,0.00002800568,0.0001489333,0.0008990215,0.00644692,0.0001005387,0.9818107,0.009386182,0.00002949842],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.126413,0.02004683,0.1904737,0.3387986,0.003444758,0.0001462677,0.001605131,0.0003192151,0.3187525],"genre_scores_gemma":[0.9764802,0.003564998,0.006684635,0.006615325,0.001286874,0.00006441263,0.0001814997,0.0000906382,0.005031234],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01321224,"threshold_uncertainty_score":0.06987387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08005265464029199,"score_gpt":0.3826510648212124,"score_spread":0.3025984101809204,"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."}}