{"id":"W4413557479","doi":"10.64628/aam.prehrta5s","title":"The COVID-19 pandemic can prepare us for future outbreaks and bioterrorism","year":2020,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Outbreak; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; 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":[0.002132474,0.0005966731,0.0005824441,0.0008556308,0.0005994259,0.003567613,0.0003150084,0.002896267,0.02329848],"category_scores_gemma":[0.01440164,0.0002341742,0.0005622882,0.0009313355,0.000810224,0.004577969,0.001128945,0.002721922,0.00190421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002068977,"about_ca_system_score_gemma":0.001902193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00922096,"about_ca_topic_score_gemma":0.006117572,"domain_scores_codex":[0.9994529,0.0002593728,0.00001554488,0.00005296989,0.0001319466,0.0000873979],"domain_scores_gemma":[0.9965198,0.002167865,0.0003832321,0.0001708657,0.0004847355,0.0002735435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001718152,0.0001066662,0.006491701,0.0001711906,0.00009589643,0.000275639,0.00008352486,0.03680132,0.0003042168,0.6609208,0.2451577,0.04941954],"study_design_scores_gemma":[0.00003895915,0.00003370331,0.004871499,0.0001369705,0.00004445432,0.00007865005,0.0002732241,0.04993959,0.0003107537,0.8712388,0.07299259,0.00004072881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0990715,0.01785477,0.09722699,0.4436849,0.01227442,0.0000878232,0.007951065,0.000998756,0.3208497],"genre_scores_gemma":[0.8980815,0.01425611,0.009768693,0.008146298,0.006258931,0.00007704896,0.001947681,0.0003375904,0.06112606],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02329848,"threshold_uncertainty_score":0.07794118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029190822956129,"score_gpt":0.3106464252644999,"score_spread":0.207727342968887,"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."}}