{"id":"W4387059425","doi":"10.3390/vaccines11101525","title":"The Impact of Adjuvanted Influenza Vaccine on Disease Severity in the US: A Stochastic Model","year":2023,"lang":"en","type":"article","venue":"Vaccines","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"SNC-Lavalin (Canada)","funders":"Seqirus","keywords":"Medicine; Vaccination; Exacerbation; Influenza vaccine; Disease; Confidence interval; Immunology; Internal medicine","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":[0.000711124,0.0002157497,0.000348067,0.0002638478,0.0001964161,0.00002290008,0.0003099091,0.00004421107,0.00001866431],"category_scores_gemma":[0.00265119,0.00009645009,0.000189267,0.001113361,0.00004336386,0.00007435127,0.0001463037,0.000320578,0.00006915491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008926934,"about_ca_system_score_gemma":0.0002259434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003171503,"about_ca_topic_score_gemma":0.0001041347,"domain_scores_codex":[0.9982867,0.0001195477,0.0003685529,0.000233845,0.0005045225,0.0004868345],"domain_scores_gemma":[0.9981421,0.0007544045,0.00008525388,0.0006788155,0.0002197855,0.0001195933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.04399447,0.00151177,0.4211428,0.0006765338,0.001123154,0.0004457684,0.00675638,0.4332989,0.002583752,0.0007312148,0.0796959,0.008039366],"study_design_scores_gemma":[0.00223134,0.0002954485,0.8418913,0.0001494267,0.00004409147,0.000004139803,0.0002454635,0.1541083,0.00002956102,0.000771179,0.0001309816,0.00009876232],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996083,0.000763723,0.00001757432,0.001882775,0.00003416198,0.0008657497,0.00006935607,0.00007272749,0.0002109708],"genre_scores_gemma":[0.9987952,0.0002316994,0.00000770148,0.0005366657,0.00008824509,0.0001330001,0.000009854056,0.00002378503,0.0001739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4207485,"threshold_uncertainty_score":0.3933121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08461190295960402,"score_gpt":0.4195560489508654,"score_spread":0.3349441459912614,"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."}}