{"id":"W4403433863","doi":"10.5334/gh.1358","title":"Rationale and Design of a Multi-National Study of Physicians&amp;amp;#8217; Opinions, Attitudes, and Practices Regarding Influenza Vaccination in Patients with Cardiovascular Diseases: A Mixed Methods Designs. The FLUence Project","year":2024,"lang":"en","type":"article","venue":"Global Heart","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Calgary","funders":"World Heart Federation; Wellcome Trust","keywords":"Medicine; Vaccination; Family medicine; Virology","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":[0.001664335,0.0001507385,0.0004017391,0.0001433635,0.0001113928,0.00004510126,0.00006950947,0.00003904489,0.000002004899],"category_scores_gemma":[0.002082931,0.0001014184,0.0000572497,0.0006465382,0.000113209,0.0003366216,0.00009657443,0.0001395283,0.000001190299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001525122,"about_ca_system_score_gemma":0.0003512263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004043529,"about_ca_topic_score_gemma":0.00008717899,"domain_scores_codex":[0.9974501,0.000807512,0.0003275989,0.0003411224,0.0008981579,0.0001755145],"domain_scores_gemma":[0.9983501,0.0006661478,0.0001271298,0.0002286398,0.0005920021,0.00003592701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001740597,0.001336559,0.9797852,0.001032823,0.001602154,0.000003476114,0.002214324,0.001498039,0.000162547,0.0001718319,0.001040217,0.009412234],"study_design_scores_gemma":[0.003253774,0.0005057576,0.9913579,0.000379943,0.0002362572,0.000005837581,0.0005727337,0.0009579006,0.00002691502,0.00005209598,0.002546198,0.000104716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747249,0.0130501,0.006825674,0.0001754738,0.00005693053,0.00495572,0.0001475808,0.00003359096,0.00003005297],"genre_scores_gemma":[0.9571761,0.0001254027,0.04215228,0.000109801,0.00003517,0.0003520962,0.00002566648,0.00001420224,0.000009259121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03532661,"threshold_uncertainty_score":0.4135724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1806889555192532,"score_gpt":0.4828972167233808,"score_spread":0.3022082612041277,"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."}}