{"id":"W4297878757","doi":"10.14745/ccdr.v48i09a03","title":"Evaluation of influenza case definitions for use in real-world evidence research","year":2022,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Seqirus; Mitacs","keywords":"Medicine; Incidence (geometry); Influenza-like illness; Disease control; Influenza vaccine; Diagnosis code; Vaccination; Cohort; Family medicine; Virology; Environmental health; Internal medicine; Virus; Population","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5043575,0.002652387,0.009347951,0.03311365,0.002233876,0.01312297,0.007062053,0.003184281,0.01227611],"category_scores_gemma":[0.8042772,0.002066176,0.01618327,0.02503811,0.004151104,0.01121161,0.007546591,0.004609135,0.0009788577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008570781,"about_ca_system_score_gemma":0.01383989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002119282,"about_ca_topic_score_gemma":0.004062921,"domain_scores_codex":[0.3212128,0.3998394,0.1993694,0.01414715,0.06344687,0.001984346],"domain_scores_gemma":[0.162076,0.6418179,0.09590936,0.03087205,0.06723532,0.002089416],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01032744,0.0006641346,0.213548,0.2666949,0.08237907,0.0007430656,0.005598861,0.008150051,0.001056151,0.04485693,0.05665119,0.3093302],"study_design_scores_gemma":[0.01652711,0.007890333,0.2089702,0.3249049,0.06132414,0.004525288,0.00973666,0.05258616,0.004037977,0.07385762,0.2342592,0.001380512],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1001355,0.2131146,0.3254245,0.02225966,0.009605784,0.2005401,0.08262689,0.002671026,0.04362208],"genre_scores_gemma":[0.3398816,0.008113564,0.4881954,0.002041746,0.0007273572,0.1504141,0.009835093,0.0003459662,0.0004452602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4956425,"threshold_uncertainty_score":0.6112155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7313050935419247,"score_gpt":0.5437898258273977,"score_spread":0.1875152677145271,"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."}}