{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006591892,0.0001428248,0.0001188064,0.0001996698,0.0001117426,0.00004437912,0.00005446558,0.00006602747,0.00001904024],"category_scores_gemma":[0.000003101934,0.0001349646,0.00002149649,0.0002769475,0.000008141346,0.0001548809,0.00001560476,0.00005804802,0.00002586758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001936736,"about_ca_system_score_gemma":0.000009622651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004453343,"about_ca_topic_score_gemma":0.000001330938,"domain_scores_codex":[0.9993567,0.00001575042,0.0001618657,0.0001957312,0.0001087527,0.0001611955],"domain_scores_gemma":[0.9996858,0.000008622815,0.00001879735,0.0001638767,0.00005844294,0.00006450441],"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":[0.000007430718,0.000006688136,0.0000111826,0.00001803559,0.00001148407,0.0000013996,0.002528275,0.9585125,0.03289025,0.000003247031,0.001366587,0.004642942],"study_design_scores_gemma":[0.0001638931,0.00003004771,0.00005096307,0.00001346782,0.000005319802,0.000001349606,0.0001274579,0.9236729,0.07415643,0.00008473551,0.001514427,0.0001789835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9142866,0.0005562296,0.08320941,0.0004438586,0.0003946096,0.0002063905,0.000002957417,0.0004391821,0.0004607667],"genre_scores_gemma":[0.9855761,0.006104013,0.006198119,0.0003492399,0.0003654555,0.00003521568,0.00009886232,0.00006477231,0.001208221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07701129,"threshold_uncertainty_score":0.5503699,"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."}}