{"id":"W4213439334","doi":"10.1142/12825","title":"Preparing for Pandemics","year":2022,"lang":"en","type":"book","venue":"WORLD SCIENTIFIC eBooks","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; Infectious disease (medical specialty)","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":[0.0009990684,0.0002138669,0.0003999009,0.0008133504,0.0008660916,0.0001813102,0.0001987184,0.0001152867,0.0006748664],"category_scores_gemma":[0.00002966012,0.0002004315,0.000361478,0.0001430012,0.0002883426,0.00002550417,0.0002617371,0.0007302258,0.00006107716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005565835,"about_ca_system_score_gemma":0.001196446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005578991,"about_ca_topic_score_gemma":0.0009750234,"domain_scores_codex":[0.9978856,0.00002523068,0.0003339152,0.0006748429,0.0006371211,0.0004432217],"domain_scores_gemma":[0.9987554,0.0001130262,0.000115072,0.0006337001,0.0001903447,0.000192474],"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":[0.00008086127,0.00003539825,0.00004078872,0.0003010507,0.00009433307,0.00001312304,0.0001238547,0.000004157509,0.000890107,0.006657138,0.9737423,0.01801689],"study_design_scores_gemma":[0.0004847926,0.0001119147,0.000007015522,0.0001398463,0.0001184459,0.00002928692,0.00001180977,0.0002358931,0.0003584478,0.002421716,0.9958916,0.0001891953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001788295,0.000199596,0.0001314556,0.00006267783,0.001836694,0.001430407,0.0001119161,0.0001396378,0.9959088],"genre_scores_gemma":[0.0008973273,0.000001127071,0.0002794317,0.0001371555,0.0004737879,0.0003237135,0.0004352014,0.00006929501,0.9973829],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02214934,"threshold_uncertainty_score":0.817336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0551505675428455,"score_gpt":0.3397579677858639,"score_spread":0.2846074002430184,"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."}}