{"id":"W4416182982","doi":"10.1126/science.aed8065","title":"The pandemic next time","year":2025,"lang":"en","type":"article","venue":"Science","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Administration (probate law); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Influenza pandemic","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":[0.001950242,0.0007863347,0.0003793752,0.0004794101,0.003624774,0.006851743,0.0006448129,0.008166052,0.03180252],"category_scores_gemma":[0.008595756,0.0002318979,0.000775378,0.0003804744,0.001998651,0.005719693,0.003631158,0.01174126,0.01209794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001810673,"about_ca_system_score_gemma":0.006481538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008044188,"about_ca_topic_score_gemma":0.01548681,"domain_scores_codex":[0.998296,0.0003519969,0.00005798569,0.0001925299,0.0005861625,0.0005155168],"domain_scores_gemma":[0.9968347,0.0004918156,0.0002233164,0.0002009322,0.0007553009,0.001494021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003265833,0.00002945637,0.0006668592,0.00005773078,0.00001613154,0.0002009895,0.0003781724,0.0000226554,0.0002790865,0.01711521,0.9621621,0.01903895],"study_design_scores_gemma":[0.000008599878,0.00002430875,0.0005967868,0.0001042249,0.00000802354,0.0002104908,0.001051591,0.0000318417,0.0001042674,0.005282947,0.9925631,0.00001387044],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002337355,0.01172504,0.0005716661,0.8459092,0.05760048,0.0000265346,0.0004764773,0.0001813631,0.08117181],"genre_scores_gemma":[0.03729387,0.01344396,0.001434976,0.770493,0.01965729,0.00006028998,0.0007841482,0.0001492288,0.1566833],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03180252,"threshold_uncertainty_score":0.10639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01868374527213401,"score_gpt":0.3314931199676979,"score_spread":0.3128093746955639,"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."}}