{"id":"W2810128530","doi":"10.3138/jammi.2018.02.14","title":"Fasten your seatbelts: 2018–2019 influenza season is coming","year":2018,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Inland Hospital; Université de Sherbrooke","funders":"","keywords":"Coming out; Influenza season; Aeronautics; Medicine; Virology; Art; Engineering; Humanities; Vaccination","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0013578,0.0003666287,0.0003086357,0.000781175,0.001387458,0.001569038,0.0003798375,0.001254581,0.07292029],"category_scores_gemma":[0.004141023,0.0002398567,0.0004900923,0.0003960922,0.0001277878,0.001278935,0.0009823405,0.001573517,0.02254164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008578725,"about_ca_system_score_gemma":0.002206059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0304548,"about_ca_topic_score_gemma":0.08783614,"domain_scores_codex":[0.9995559,0.00006217223,0.00003817141,0.00003715328,0.000147275,0.0001593722],"domain_scores_gemma":[0.9986011,0.0001141394,0.000176549,0.00004589165,0.0005287462,0.0005334676],"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":[0.001095561,0.000401078,0.07312809,0.0004672736,0.00006894876,0.0001392714,0.0003120292,0.0001218173,0.0005798863,0.0006220376,0.7576009,0.165463],"study_design_scores_gemma":[0.0002755431,0.0006341947,0.3404038,0.0008508469,0.00007159108,0.0001648472,0.001911806,0.0002375192,0.0008426389,0.0005862845,0.6539745,0.00004644281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.2634132,0.01373904,0.00266256,0.1626566,0.06951526,0.001628894,0.1587892,0.002267238,0.3253281],"genre_scores_gemma":[0.4549753,0.009657602,0.005008041,0.03512523,0.0121995,0.002335431,0.08159629,0.0004585209,0.3986441],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07292029,"threshold_uncertainty_score":0.2439427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01843420448219492,"score_gpt":0.3097186685687582,"score_spread":0.2912844640865633,"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."}}