{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007748989,0.0006993281,0.000378641,0.002128436,0.003340922,0.005002854,0.0006719832,0.003186861,0.009039489],"category_scores_gemma":[0.01254813,0.0002310901,0.0003774481,0.001257115,0.004970966,0.004478004,0.004881265,0.002637678,0.001356828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423663,"about_ca_system_score_gemma":0.004733641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001675126,"about_ca_topic_score_gemma":0.003554486,"domain_scores_codex":[0.9945611,0.003262987,0.00030509,0.0003680781,0.00106657,0.0004361515],"domain_scores_gemma":[0.9909443,0.004290493,0.001785082,0.000551427,0.0008619827,0.001566785],"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":[0.0001227381,0.0001521192,0.007801261,0.001791017,0.00007243187,0.0006991908,0.02119906,0.0003698409,0.0007467159,0.1467415,0.5203955,0.2999087],"study_design_scores_gemma":[0.00001787698,0.0001055825,0.005693629,0.001470325,0.00002229309,0.0005801083,0.01655484,0.00008102468,0.0001609815,0.03324114,0.9420413,0.00003085623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02510811,0.2747636,0.005703983,0.4117177,0.04709553,0.000281142,0.000793438,0.0005221946,0.2340144],"genre_scores_gemma":[0.4287124,0.2834019,0.009123417,0.1013664,0.08585623,0.0004987289,0.001097008,0.0002193026,0.08972459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009039489,"threshold_uncertainty_score":0.04098105,"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."}}