{"id":"W4280571752","doi":"10.1016/s0140-6736(22)00929-1","title":"Transforming or tinkering: the world remains unprepared for the next pandemic threat","year":2022,"lang":"en","type":"article","venue":"The Lancet","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McGill University","funders":"National Institute for Health and Care Research","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus Infections; Betacoronavirus; Environmental ethics; Political science; Virology; Medicine; Outbreak; Pathology; Philosophy; Infectious disease (medical specialty); Disease","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":[0.007663862,0.00100546,0.001545406,0.001495255,0.005267744,0.01304497,0.001615573,0.01754709,0.02215093],"category_scores_gemma":[0.02251787,0.0004533354,0.001263579,0.001910524,0.01137858,0.01944929,0.006968193,0.02311732,0.005918047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003996793,"about_ca_system_score_gemma":0.01632373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007932747,"about_ca_topic_score_gemma":0.008412615,"domain_scores_codex":[0.9949971,0.001747814,0.0002259071,0.0003629572,0.001264222,0.001401925],"domain_scores_gemma":[0.9854869,0.004435754,0.001376203,0.0007718634,0.001971229,0.005958191],"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":[0.0001850423,0.0001001153,0.00259938,0.00064192,0.0001183376,0.0004696105,0.001751259,0.0002368879,0.0004579447,0.08344292,0.843321,0.06667554],"study_design_scores_gemma":[0.00003812476,0.00007912444,0.003286899,0.001422635,0.00005381244,0.0004114503,0.01026102,0.0001629645,0.0001531865,0.1273284,0.8567102,0.00009227799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001634656,0.03535035,0.0003937537,0.9377131,0.0172363,0.000006021263,0.0002494375,0.00006027897,0.007356084],"genre_scores_gemma":[0.096466,0.1099566,0.00152213,0.7311486,0.04756294,0.00006212525,0.0006170498,0.0002254464,0.01243909],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02215093,"threshold_uncertainty_score":0.07410228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1609279446628618,"score_gpt":0.3525844436640703,"score_spread":0.1916564990012085,"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."}}