{"id":"W4379967476","doi":"10.1016/j.lana.2023.100526","title":"Influenza vaccination and healthcare utilization in asthma: a Canadian experience","year":2023,"lang":"en","type":"article","venue":"The Lancet Regional Health - Americas","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Asthma; Vaccination; Health care; Medicine; Environmental health; Family medicine; Virology; Immunology; Economic growth; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.000663706,0.0001160927,0.0003365565,0.0003142793,0.0003248392,0.00001566592,0.0001058389,0.00004366669,0.00001783336],"category_scores_gemma":[0.000277107,0.00008571534,0.00002239758,0.001225498,0.0001424474,0.00008177588,0.00005388532,0.0002938271,0.00005105258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004757117,"about_ca_system_score_gemma":0.0007797387,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1084613,"about_ca_topic_score_gemma":0.0665341,"domain_scores_codex":[0.9982703,0.0001720929,0.0002670667,0.0002496787,0.0003703319,0.0006705407],"domain_scores_gemma":[0.9990839,0.0001560414,0.00008641721,0.0002573236,0.0001219425,0.0002943248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001033832,0.00008188101,0.5465301,0.001225934,0.00005286939,0.0001416115,0.05343936,0.0001551348,0.00004075252,0.01071635,0.0813743,0.3052078],"study_design_scores_gemma":[0.0007137637,0.0001820015,0.8209073,0.0001210537,0.000001318418,0.00002882177,0.002275959,0.001249881,0.000003460394,0.0002748096,0.1741687,0.00007291055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7211272,0.006713417,0.0000155288,0.270135,0.00007553421,0.001072116,0.00002516621,0.0001249925,0.0007109686],"genre_scores_gemma":[0.9394174,0.009511752,0.0001403822,0.05028636,0.0002364546,0.0001921957,0.00003745869,0.00001944346,0.000158592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3051349,"threshold_uncertainty_score":0.9504992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3861364055581841,"score_gpt":0.5102715747934773,"score_spread":0.1241351692352932,"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."}}