{"id":"W4390676948","doi":"10.18609/cgti.2023.205","title":"Is bigger better? Modeling AAV production to find optimization opportunities","year":2023,"lang":"en","type":"article","venue":"Cell and Gene Therapy Insights","topic":"Assembly Line Balancing Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Computer science; Economics; Microeconomics","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":[0.0006852899,0.0007719366,0.000562045,0.0005126746,0.0003441246,0.001472303,0.0005262663,0.001020303,0.008326808],"category_scores_gemma":[0.002080215,0.0005779353,0.0009277955,0.0005015385,0.0003255199,0.001245027,0.0004545951,0.0008989028,0.000744727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338248,"about_ca_system_score_gemma":0.00138712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01909932,"about_ca_topic_score_gemma":0.01583649,"domain_scores_codex":[0.9997957,0.00006304946,0.000008289351,0.00003991609,0.00005743106,0.00003555798],"domain_scores_gemma":[0.9994885,0.0003599908,0.00004329256,0.00002062671,0.0000676936,0.00001995506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003521009,0.00004068084,0.001308112,0.0001164202,0.00001677437,0.00003984894,0.00003466028,0.9759228,0.001600673,0.009335202,0.001957716,0.009591821],"study_design_scores_gemma":[0.000007223931,0.00002974238,0.0002837165,0.00002403432,0.000009924801,0.000008658225,0.00003673572,0.9908041,0.0005900473,0.004422412,0.003776996,0.000006395131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2777264,0.004469667,0.5558783,0.007480781,0.0003815168,0.0004623734,0.004003967,0.001184626,0.1484124],"genre_scores_gemma":[0.8580685,0.002682155,0.1163629,0.000426631,0.00006971178,0.0004197508,0.001314757,0.0004201645,0.02023535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01909932,"threshold_uncertainty_score":0.03797632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04567992508525502,"score_gpt":0.2247557869375568,"score_spread":0.1790758618523018,"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."}}