{"id":"W4376116297","doi":"10.20944/preprints202305.0564.v1","title":"Reducing the Risk of Disasters Caused by Epidemics","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Institute for Sustainable Development","funders":"","keywords":"Quarantine; Infectious disease (medical specialty); Epidemic disease; Disease; Development economics; Natural disaster; Order (exchange); Economic growth; Political science; Geography; Business; Medicine; Economics; Virology","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":[0.003099511,0.000637269,0.0005997925,0.00106465,0.0005928817,0.001671886,0.0009253355,0.001382127,0.008620225],"category_scores_gemma":[0.02719043,0.000263139,0.0003920984,0.0004820073,0.0006278107,0.001989883,0.002501183,0.001439265,0.001319029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005812886,"about_ca_system_score_gemma":0.001232928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00141085,"about_ca_topic_score_gemma":0.0009906678,"domain_scores_codex":[0.9985951,0.0006690804,0.00005726316,0.0001266855,0.0003640352,0.0001879147],"domain_scores_gemma":[0.9890297,0.006855444,0.001468188,0.0008352321,0.001164339,0.0006469195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008421251,0.0005717495,0.04202667,0.0009605317,0.0004359548,0.001211879,0.001566337,0.2370634,0.007365549,0.2661558,0.06994689,0.3718531],"study_design_scores_gemma":[0.0001902632,0.001004979,0.02944857,0.0004534626,0.0003056497,0.001339144,0.003196189,0.3534139,0.003595894,0.5226663,0.08426687,0.0001187474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3217308,0.008628926,0.4998304,0.04050982,0.00151707,0.000478599,0.00111347,0.002079293,0.1241116],"genre_scores_gemma":[0.9695778,0.00295259,0.01847094,0.0008320517,0.0005720484,0.00009374617,0.0002403282,0.00009577189,0.007164763],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008620225,"threshold_uncertainty_score":0.02883756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2184417599210577,"score_gpt":0.3426824990972176,"score_spread":0.1242407391761599,"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."}}