{"id":"W7161851149","doi":"10.82308/21596","title":"Case studies in vaccine evaluation","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Transgenic Plants and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immune system; Vaccination; Peripheral blood mononuclear cell; Vaccine efficacy; Clinical trial; Cytokine; Antibody; Influenza vaccine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001759401,0.000118053,0.0001167957,0.00004446975,0.00003972357,0.000005894768,0.00006424826,0.0001663898,0.00009026333],"category_scores_gemma":[0.00003480879,0.0001021955,0.00003760755,0.00005870203,0.000009391748,9.295434e-7,0.000008179883,0.0000527545,0.00001933118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001265844,"about_ca_system_score_gemma":0.00007030849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002614137,"about_ca_topic_score_gemma":0.008784095,"domain_scores_codex":[0.9993552,0.00002186145,0.0001755273,0.0002651913,0.00008414878,0.00009808419],"domain_scores_gemma":[0.9995708,0.000004879863,0.00005345662,0.0001963447,0.0001540212,0.00002053406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007822744,0.0006534645,0.001068488,0.0006629679,0.001290431,0.0004874704,0.003083383,0.00006512642,0.7027576,0.0006646521,0.1743577,0.1141265],"study_design_scores_gemma":[0.007699721,0.001052089,0.01209201,0.000414922,0.001226755,0.003729335,0.01859551,0.0007273879,0.7579023,0.002527908,0.1911009,0.002931251],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991016,0.001667172,0.00002266771,0.00001624166,0.0002164951,0.0003232373,0.00002660481,0.000006294857,0.006705319],"genre_scores_gemma":[0.988203,0.0006493917,0.0002666116,0.00004271772,0.0002057477,0.000166432,0.003245696,0.00001442962,0.007206004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1111952,"threshold_uncertainty_score":0.4901731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05350096308862397,"score_gpt":0.3965656010156286,"score_spread":0.3430646379270046,"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."}}