{"id":"W2042579867","doi":"10.1115/detc2011-47916","title":"Bioreactor Improvement Based on Design for Assembly in Virtual Environments","year":2011,"lang":"en","type":"article","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bioreactor; Computer science; Product design; Process engineering; Product (mathematics); Simulation; Biochemical engineering; Automotive engineering; Engineering","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":[0.00006525737,0.000079752,0.00005856177,0.00005714807,0.00001125539,0.00000761429,0.00005157257,0.00003875325,0.0001239847],"category_scores_gemma":[0.00000464464,0.00006998281,0.00001587143,0.00002183694,0.000003394076,0.00005044631,0.000004203702,0.00003030225,0.00001088757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004178277,"about_ca_system_score_gemma":0.000003731026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008505159,"about_ca_topic_score_gemma":0.00000248194,"domain_scores_codex":[0.9996279,0.000003358886,0.00009611163,0.00009603819,0.00005691434,0.0001197123],"domain_scores_gemma":[0.9998572,0.00002068044,0.00001093408,0.00008264863,0.000002039147,0.00002642488],"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":[0.00006390417,0.0001252305,0.0001112244,0.00003463189,0.000009223746,8.358263e-7,0.0001493757,0.9751258,0.005982628,0.0002538206,0.000191963,0.01795132],"study_design_scores_gemma":[0.0004566523,0.0002224861,0.001089944,0.000007449506,0.000002892427,2.047574e-8,0.00001022771,0.6198344,0.3777415,0.00003467525,0.0004967405,0.0001030113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02208191,0.000002549581,0.9752179,0.000005103481,0.00008233653,0.0002787908,0.00000251357,0.00006291702,0.00226598],"genre_scores_gemma":[0.9839666,0.000004531332,0.01563446,0.00006357321,0.0000105999,0.00008482434,0.000006747489,0.00001805481,0.0002105889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9618847,"threshold_uncertainty_score":0.2853816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02533561776239234,"score_gpt":0.1967879766909765,"score_spread":0.1714523589285841,"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."}}