{"id":"W3092645797","doi":"10.1093/eurpub/ckaa166.596","title":"Rapid response platform to manufacture human immunoglobulins","year":2020,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"","keywords":"Antibody; Medicine; Manufacturing process; Computer science; Immunology; Materials 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001476549,0.0009352651,0.000296963,0.0007260473,0.0002437885,0.0008761804,0.001118443,0.0008914333,0.01997598],"category_scores_gemma":[0.001169632,0.000362742,0.0006909308,0.0002621621,0.0002443635,0.0004837066,0.0007413109,0.0009592527,0.01426696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007465261,"about_ca_system_score_gemma":0.0008044503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007812633,"about_ca_topic_score_gemma":0.0005449252,"domain_scores_codex":[0.9991432,0.0001129131,0.00004726987,0.0001310141,0.0004594327,0.0001061749],"domain_scores_gemma":[0.999316,0.0001066543,0.000100355,0.0001122231,0.0002626657,0.0001021571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005993585,0.0004912232,0.001417462,0.0004931265,0.00003614856,0.0004640793,0.0001380482,0.002869369,0.7764495,0.00636002,0.0269579,0.1837238],"study_design_scores_gemma":[0.0002636474,0.002652436,0.00238114,0.0001032082,0.00004714279,0.001115951,0.00005676634,0.01285146,0.6326309,0.001326451,0.3465097,0.00006123579],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1655429,0.002978973,0.6590173,0.001832784,0.00170387,0.005644312,0.006703071,0.0419653,0.1146115],"genre_scores_gemma":[0.3656096,0.00144991,0.5449347,0.001221801,0.0002871149,0.001949604,0.008467036,0.001607153,0.07447307],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01997598,"threshold_uncertainty_score":0.06682634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07778899729945166,"score_gpt":0.2848411834008948,"score_spread":0.2070521861014431,"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."}}