{"id":"W2745614462","doi":"10.1093/ofid/ofx163.735","title":"Epidemiology of Influenza Viruses in Canada over the 2011–2012 to 2013–2014 Seasons: A Study from the Serious Outcomes Surveillance (SOS) Network of the Canadian Immunization Research Network (CIRN)","year":2017,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Moncton Hospital; McGill University; William Osler Health System; McMaster University; North York General Hospital; Mount Sinai Hospital; University of British Columbia; Ottawa Hospital; Izaak Walton Killam Health Centre; Centre hospitalier universitaire de Québec; Nova Scotia Health Authority; Université de Sherbrooke; Toronto East General Hospital; Health Sciences North; Dalhousie University","funders":"","keywords":"Epidemiology; Medicine; Immunization; Intensive care unit; Virology; Influenza-like illness; Influenza A virus; Human mortality from H5N1; Virus; Immunology; Internal medicine; Coronavirus disease 2019 (COVID-19); Disease; Antibody; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.004149527,0.0003048154,0.0009638547,0.00008080828,0.002760068,0.00009245885,0.002257646,0.00009616685,0.0002376218],"category_scores_gemma":[0.0103021,0.000162173,0.0001427944,0.0005273254,0.0007180016,0.0002634927,0.002473885,0.0006398055,0.000031557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076221,"about_ca_system_score_gemma":0.00516997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9987864,"about_ca_topic_score_gemma":0.9998751,"domain_scores_codex":[0.9940099,0.002675642,0.0007249807,0.0004522719,0.0007907806,0.001346397],"domain_scores_gemma":[0.9911234,0.004580405,0.0005147813,0.002705612,0.0007465565,0.0003292405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003004162,0.0001110893,0.8754013,0.00001542,0.0004040447,0.000007399582,0.000210655,0.004456531,8.279538e-7,0.0002629254,0.1184036,0.0004257705],"study_design_scores_gemma":[0.001329896,0.0002014986,0.9819201,0.0001503091,0.0000657095,0.000001313986,0.0006175255,0.00007525639,0.000001964891,0.0008705102,0.01460502,0.0001609002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769543,0.006127347,0.000002034818,0.009475417,0.0005607335,0.005258113,0.0004593639,0.0000118078,0.001150865],"genre_scores_gemma":[0.992421,0.0002489397,0.000009299846,0.006576449,0.00016023,0.0003969592,0.00001117459,0.00004166558,0.0001343171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1065188,"threshold_uncertainty_score":0.9985382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110383396697485,"score_gpt":0.4279979955106097,"score_spread":0.3176145988131248,"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."}}