{"id":"W4403909145","doi":"10.1142/9789811296628_0001","title":"What Has the COVID-19 Pandemic Taught Us?","year":2024,"lang":"en","type":"book-chapter","venue":"WORLD SCIENTIFIC eBooks","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Infectious disease (medical specialty); Outbreak; Internal medicine","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":[0.003278999,0.0004515176,0.0004304393,0.001071845,0.001209317,0.005532215,0.0007007599,0.004885999,0.02698623],"category_scores_gemma":[0.01118197,0.0002819854,0.0004206313,0.001359539,0.003835044,0.008655119,0.00114064,0.00713925,0.005872336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005411271,"about_ca_system_score_gemma":0.006288063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01943656,"about_ca_topic_score_gemma":0.02128085,"domain_scores_codex":[0.9990478,0.0003756018,0.00002462743,0.00007702327,0.0003229471,0.0001519085],"domain_scores_gemma":[0.997052,0.001586285,0.0001854765,0.0001374839,0.0006676669,0.0003712518],"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":[0.00002340061,0.00005230699,0.0008511183,0.0001976924,0.00001591696,0.00007634649,0.0003383062,0.0006402989,0.00008139675,0.3143263,0.5769271,0.1064699],"study_design_scores_gemma":[0.00000787026,0.00001564418,0.001295656,0.00062101,0.000007723086,0.00005993088,0.0004725251,0.0003601581,0.00007139538,0.1719454,0.8251256,0.00001712902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00190158,0.0721181,0.001969424,0.7323166,0.02230982,0.0000146434,0.000457753,0.00007067533,0.1688413],"genre_scores_gemma":[0.08827502,0.2701976,0.004882613,0.2507375,0.05961635,0.0001146715,0.0006244316,0.0003899829,0.3251618],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02698623,"threshold_uncertainty_score":0.09027797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1537735248779966,"score_gpt":0.2891088664261163,"score_spread":0.1353353415481197,"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."}}