{"id":"W4384819662","doi":"10.1136/bmj.p1605","title":"Poliomyelitis foreshadows the next pandemic","year":2023,"lang":"en","type":"letter","venue":"BMJ","topic":"Viral Infections and Immunology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pandemic; Poliomyelitis; Virology; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Computer science; Data science; Medicine; Outbreak; Infectious disease (medical specialty); Pathology; 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":[0.005294843,0.0008295386,0.001428552,0.0009370659,0.009133583,0.006249531,0.001343498,0.085821,0.02121193],"category_scores_gemma":[0.01932583,0.0008071947,0.001685753,0.0006408475,0.005533752,0.006677826,0.004595597,0.05413582,0.009043877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005947293,"about_ca_system_score_gemma":0.01208779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02361637,"about_ca_topic_score_gemma":0.03709181,"domain_scores_codex":[0.9954231,0.001297602,0.0003273605,0.0002648716,0.001398934,0.001288032],"domain_scores_gemma":[0.9910787,0.003499367,0.0005117181,0.000259032,0.0009216418,0.003729554],"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":[0.0001897473,0.00006194927,0.001005386,0.0001263787,0.0000275606,0.002969176,0.0002705526,0.00006494371,0.00033322,0.007168712,0.9773505,0.01043197],"study_design_scores_gemma":[0.0001685777,0.00009160475,0.001534687,0.0005767384,0.00004164323,0.001228829,0.001200403,0.0001700046,0.0001689447,0.0160891,0.978667,0.00006240774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004150173,0.003163672,0.00003797421,0.966397,0.02437181,0.000009876263,0.00004148833,0.00001267608,0.005550572],"genre_scores_gemma":[0.005820424,0.003115873,0.00009744786,0.9136066,0.06156506,0.00003005431,0.00002782372,0.0000193208,0.01571752],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.085821,"threshold_uncertainty_score":0.07096094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1449774411005734,"score_gpt":0.3968370235632085,"score_spread":0.2518595824626351,"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."}}