{"id":"W1966368702","doi":"10.1016/j.biologicals.2006.03.001","title":"Regulation and standardization of IPV and IPV combination vaccines","year":2006,"lang":"en","type":"article","venue":"Biologicals","topic":"Viral Infections and Immunology Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Canada","funders":"","keywords":"Standardization; Immunogenicity; Potency; In vivo; In vitro toxicology; Medicine; Biology; Biotechnology; Antigen; Immunology; In vitro; Computer science","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":[0.0001631327,0.00003931987,0.0001152687,0.00005897898,0.00004782071,0.000006082023,0.000009465956,0.00007871544,0.00004666055],"category_scores_gemma":[0.00009547552,0.00002596914,0.00001233143,0.00009052095,0.00008372992,0.00003810459,0.00001717277,0.00003664649,0.000001083004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008832129,"about_ca_system_score_gemma":0.000006406918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003338506,"about_ca_topic_score_gemma":0.00000269104,"domain_scores_codex":[0.9996498,0.00003904915,0.0001211598,0.00008872682,0.00004262033,0.00005867837],"domain_scores_gemma":[0.9997515,0.00003679299,0.00003931667,0.00005463293,0.0001049738,0.00001277244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001804069,0.0001573439,0.5196187,0.000042696,0.000023985,9.054035e-7,0.00001587371,0.000008972504,0.4471266,0.01382749,0.0006526868,0.0183444],"study_design_scores_gemma":[0.0006197303,0.0005984914,0.9781141,0.00001417543,0.00001079824,0.000009967541,0.00001099772,0.000145903,0.0147701,0.003821196,0.001854997,0.0000295809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954908,0.001044935,0.00157105,0.0005896484,0.00001823966,0.0001601892,0.000003940098,0.00001841657,0.0011028],"genre_scores_gemma":[0.9989129,0.0003617165,0.0002412515,0.00001730563,0.00002180145,0.000004872603,0.00004053018,0.000001972759,0.0003976899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4584954,"threshold_uncertainty_score":0.1058991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01968764609180139,"score_gpt":0.3067852786920379,"score_spread":0.2870976326002365,"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."}}