{"id":"W4388946769","doi":"10.1007/s40121-023-00885-z","title":"Podcast: Influenza-Associated Complications and the Impact of Vaccination on Public Health","year":2023,"lang":"en","type":"article","venue":"Infectious Diseases and Therapy","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Sanofi","keywords":"Vaccination; Medicine; Observational study; Intensive care medicine; Dementia; Disease; Public health; Immunology; Internal medicine; Pathology","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":[0.0003201935,0.0001026226,0.0002392066,0.0001835145,0.0003056196,0.00003621059,0.00003481323,0.00002736037,0.00001958461],"category_scores_gemma":[0.0003573668,0.00005852951,0.00009537383,0.0003778446,0.000136722,0.00005566001,0.00003033209,0.00009461056,0.000006642478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008494104,"about_ca_system_score_gemma":0.0001332988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006151653,"about_ca_topic_score_gemma":0.00001219792,"domain_scores_codex":[0.9991571,0.0001401884,0.000173036,0.0001357173,0.0001802607,0.0002137333],"domain_scores_gemma":[0.9990703,0.0003479335,0.0001031916,0.0001665648,0.0001788587,0.0001331799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005046598,0.0005575814,0.8706443,0.00004646388,0.0008137508,0.000001490345,0.001235411,0.00004549857,0.00007304213,0.004070521,0.001632137,0.1203752],"study_design_scores_gemma":[0.005187026,0.0008240901,0.9902603,0.00002257175,0.00001058893,0.000003023975,0.00005610156,0.0004702518,0.00000370603,0.002118196,0.0009954059,0.00004873924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912708,0.003748434,0.000004729338,0.003381956,0.00001722107,0.0006635336,0.00008680004,0.0001068768,0.0007196544],"genre_scores_gemma":[0.9898827,0.008543832,7.321597e-7,0.001417392,0.00002426976,0.00008096924,0.00002168283,0.00001183868,0.00001656119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1203265,"threshold_uncertainty_score":0.2386764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1089822666162098,"score_gpt":0.4332046158421374,"score_spread":0.3242223492259276,"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."}}