{"id":"W4323971824","doi":"10.1097/js9.0000000000000157","title":"Human death due to H5N1 amid the COVID-19 pandemic and Mpox outbreak: A call for action","year":2023,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Influenza A virus subtype H5N1; Outbreak; Virology; Transmission and infection of H5N1; Pandemic; Human mortality from H5N1; Virus; H5N1 genetic structure; Influenza A virus; Biology; Medicine; Microbiology; Avian influenza virus; Disease; Infectious disease (medical specialty); Coronavirus disease 2019 (COVID-19)","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":[0.001775183,0.00008842102,0.0002469586,0.000495771,0.0001364795,0.00004530792,0.0001325111,0.00004429638,0.00002790484],"category_scores_gemma":[0.003267391,0.0000575786,0.0001589287,0.0001324307,0.00006168226,0.0001076936,0.00008773157,0.0002200003,0.00001575676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002900607,"about_ca_system_score_gemma":0.000261422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001288939,"about_ca_topic_score_gemma":0.00004743796,"domain_scores_codex":[0.9985733,0.00005103683,0.0003902648,0.0001075322,0.0006892176,0.0001886736],"domain_scores_gemma":[0.9976068,0.001264635,0.0001726094,0.00008035699,0.0006809636,0.0001947064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002537664,0.0001296042,0.7003351,0.0001543989,0.001575705,0.001177683,0.001814916,0.0002302415,0.02078371,0.00050978,0.2460863,0.02466482],"study_design_scores_gemma":[0.001958038,0.0002273151,0.6679092,0.0002379344,0.00008929201,0.002487895,0.0006292255,0.0001471985,0.0006263416,0.001585706,0.3239387,0.0001631724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773388,0.0002079586,0.0005850574,0.02083591,0.0006254113,0.0002069226,0.0000333925,0.00002905315,0.0001375257],"genre_scores_gemma":[0.992183,0.0004088721,0.00007833555,0.005446251,0.0009750469,0.00002726474,0.00000809572,0.00001547342,0.0008576562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07785235,"threshold_uncertainty_score":0.3911608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4109089656152625,"score_gpt":0.5028891080816632,"score_spread":0.09198014246640068,"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."}}