{"id":"W4396648768","doi":"10.47739/2379-0636.infectiousdiseases.1059","title":"Covid-19: “Unprecedented”? Not Really","year":2023,"lang":"en","type":"article","venue":"Clinical research in infectious diseases.","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Surprise; Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Identification (biology); History; Event (particle physics); Medicine; Virology; Medical emergency; Psychology; Disease; Infectious disease (medical specialty); Outbreak; Biology; Social psychology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006533806,0.0004669751,0.0005341358,0.001127689,0.003849102,0.007970816,0.0009906362,0.004339622,0.008845787],"category_scores_gemma":[0.012527,0.0003537463,0.0004192171,0.00128877,0.009482314,0.01605106,0.004017409,0.01088814,0.001894957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003633324,"about_ca_system_score_gemma":0.00482424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003629927,"about_ca_topic_score_gemma":0.006670603,"domain_scores_codex":[0.9967232,0.001173984,0.0002156133,0.0004573279,0.0009270973,0.0005026963],"domain_scores_gemma":[0.9944941,0.002192507,0.0005023822,0.0003897324,0.001136954,0.001284207],"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":[0.000148869,0.00007602297,0.006071896,0.001972985,0.00004804847,0.001298964,0.01510312,0.0001742199,0.00124901,0.210458,0.5712209,0.1921779],"study_design_scores_gemma":[0.000004335421,0.00007565707,0.002031676,0.001404931,0.00001168281,0.001726923,0.01342895,0.00005527693,0.0002779275,0.02932426,0.9516268,0.00003171933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008620505,0.1310133,0.00239699,0.784033,0.03591225,0.00001855397,0.0002139343,0.0001133944,0.03767812],"genre_scores_gemma":[0.2185845,0.2483525,0.004441699,0.4342328,0.0626818,0.00008356743,0.0005817471,0.0004367125,0.0306046],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008845787,"threshold_uncertainty_score":0.03455448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4966810949395966,"score_gpt":0.6621491067831777,"score_spread":0.1654680118435811,"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."}}