{"id":"W3005209569","doi":"10.1177/0840470420901532","title":"Pandemics, regional outbreaks, and sudden-onset disasters","year":2020,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pandemic; Public health; Context (archaeology); Outbreak; Plague (disease); Influenza pandemic; Politics; Geography; Health care; Development economics; Environmental health; Economic growth; Political science; Business; Medicine; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Virology; Economics; Disease; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001430068,0.000141913,0.0002236594,0.0001102487,0.0001776065,0.00003556543,0.00006578265,0.00006777963,0.00004593514],"category_scores_gemma":[0.00001670446,0.0001238019,0.00007088402,0.0002470012,0.00008716441,0.00007567697,0.0001925113,0.0002457832,0.0000704279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000572455,"about_ca_system_score_gemma":0.00003416525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003204042,"about_ca_topic_score_gemma":0.0001214364,"domain_scores_codex":[0.9986126,0.0000465026,0.0002370948,0.0003539141,0.0003121749,0.0004377405],"domain_scores_gemma":[0.9992421,0.00002223034,0.0000418833,0.0001879957,0.00005595648,0.0004498047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008653567,0.0001820684,0.4549491,0.002744761,0.0003300282,0.0003582858,0.0009225956,0.00000534327,0.00007522153,0.01980014,0.2842136,0.2355534],"study_design_scores_gemma":[0.003538132,0.001547427,0.1252701,0.0003099191,0.0001235698,0.0002027538,0.00939613,0.002144181,0.00007025684,0.001007627,0.8559632,0.0004267211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2408795,0.001792228,0.001701841,0.7405037,0.0002501762,0.001859512,0.00005471779,0.0003181498,0.01264018],"genre_scores_gemma":[0.9713176,0.001368413,0.0003557825,0.02490222,0.0001305204,0.00004156839,0.00007777889,0.0000245946,0.001781538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7304381,"threshold_uncertainty_score":0.5048497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05470693174454631,"score_gpt":0.3321254587095013,"score_spread":0.277418526964955,"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."}}