{"id":"W2528401552","doi":"10.1007/978-1-4939-6445-1_22","title":"Screening Vaccine Formulations in Fresh Human Whole Blood","year":2016,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Immune Response and Inflammation","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sanofi (Canada)","funders":"","keywords":"Adjuvant; Human blood; Human use; Whole blood; Animal model; Computer science; Computational biology; Medicine; Biochemical engineering; Biology; Biotechnology; Immunology; Engineering; Physiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009783113,0.0006651953,0.0003182586,0.0005147642,0.0001994222,0.0004494568,0.0004245115,0.0006400141,0.002988124],"category_scores_gemma":[0.001247732,0.0003161197,0.0003594,0.0003684482,0.000224114,0.0004411165,0.0002282099,0.0007390822,0.001039074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924725,"about_ca_system_score_gemma":0.000347154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006373151,"about_ca_topic_score_gemma":0.0008871289,"domain_scores_codex":[0.9995092,0.000149325,0.00004549065,0.00008801075,0.0001406824,0.00006718647],"domain_scores_gemma":[0.999681,0.0001513332,0.00003566104,0.00002847729,0.00008328735,0.00002025644],"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":[0.0003400492,0.0002555786,0.0004705232,0.0001408004,0.0000220867,0.0000541566,0.00005531645,0.0005341953,0.991598,0.0001540099,0.0003279526,0.006047249],"study_design_scores_gemma":[0.00006656962,0.002624095,0.001109611,0.00002885819,0.00006150797,0.0001107356,0.0000708217,0.001196714,0.9908239,0.0001055406,0.003792043,0.000009578691],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9380046,0.005364667,0.04659943,0.0003971054,0.0003548097,0.001706045,0.002296014,0.0002926799,0.004984676],"genre_scores_gemma":[0.9281917,0.004028713,0.04716032,0.0005327312,0.0001130571,0.0009696831,0.005004585,0.0001118535,0.01388719],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002988124,"threshold_uncertainty_score":0.009996295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02075465140615555,"score_gpt":0.3653431810429386,"score_spread":0.344588529636783,"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."}}