{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02133259,0.001139373,0.000952066,0.003674018,0.004138215,0.003989464,0.002225644,0.005701583,0.02231364],"category_scores_gemma":[0.06488629,0.0006826798,0.0009495894,0.003356277,0.003808127,0.003892289,0.006603925,0.004232289,0.002642893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004543402,"about_ca_system_score_gemma":0.005221619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004195023,"about_ca_topic_score_gemma":0.005100341,"domain_scores_codex":[0.9632704,0.02517489,0.002904831,0.0021817,0.003813044,0.002655104],"domain_scores_gemma":[0.9582188,0.02057255,0.007368164,0.004498316,0.005847385,0.003494886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.001336058,0.001328313,0.06541985,0.004699418,0.000317578,0.3277633,0.01266124,0.001107912,0.001756454,0.1247927,0.1749258,0.2838914],"study_design_scores_gemma":[0.0002113116,0.0006040414,0.008939886,0.007090651,0.0001724164,0.3302944,0.01111825,0.0007736281,0.001677815,0.03349577,0.6055111,0.0001107191],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1658857,0.16986,0.04081765,0.1169536,0.01499319,0.007419473,0.002365659,0.0005125092,0.4811922],"genre_scores_gemma":[0.8072364,0.06134958,0.03041801,0.04627055,0.006160839,0.002960077,0.001417346,0.0003428789,0.04384447],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02231364,"threshold_uncertainty_score":0.1128189,"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."}}