{"id":"W2327689647","doi":"10.1155/2004/247593","title":"Influenza – Expect the Unexpected","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Calgary; Queen Elizabeth II Health Sciences Centre; Calgary Laboratory Services","funders":"","keywords":"Virology; Computer science; Microbiology; Medicine; Computational biology; Biology","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":[0.004533981,0.0005812038,0.0006521925,0.0005238209,0.001991571,0.003927184,0.0009009835,0.006047402,0.0179574],"category_scores_gemma":[0.0129044,0.0002535172,0.0006567668,0.000414344,0.002645325,0.005971249,0.002106721,0.009912654,0.009323234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002218904,"about_ca_system_score_gemma":0.003287744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006253364,"about_ca_topic_score_gemma":0.009550293,"domain_scores_codex":[0.9981312,0.0005749884,0.00009921369,0.0002356776,0.0006234085,0.0003355088],"domain_scores_gemma":[0.9914819,0.00138985,0.0005009238,0.0006018641,0.002855723,0.003169785],"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":[0.00016627,0.00004469977,0.001729348,0.0001848554,0.00005398109,0.0005376484,0.0002134338,0.00007046991,0.0006451329,0.01255029,0.9385865,0.04521747],"study_design_scores_gemma":[0.00003201035,0.000112373,0.003214823,0.0003446836,0.00003722556,0.00145352,0.001733316,0.0001236303,0.0003359182,0.02518303,0.9673845,0.00004498926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001868763,0.0340234,0.000452235,0.9069015,0.04280163,0.000008981474,0.0002798434,0.000101945,0.01356162],"genre_scores_gemma":[0.0646994,0.06612245,0.001176026,0.7302375,0.08490538,0.00003467237,0.0005675232,0.000219069,0.05203788],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0179574,"threshold_uncertainty_score":0.06007344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02055158379002058,"score_gpt":0.3087180670629652,"score_spread":0.2881664832729446,"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."}}