{"id":"W2060417045","doi":"10.1002/bit.20541","title":"A restructured framework for modeling oxygen transfer in two‐phase partitioning bioreactors","year":2005,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Bioreactor; Mass transfer; Phase (matter); Mass transfer coefficient; Chemistry; Thermodynamics; Hexadecane; Chromatography; Chemical engineering; Organic chemistry; Physics","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":[0.00008398652,0.0001723418,0.0001784815,0.000202036,0.00004961319,0.00002136807,0.00008999406,0.0002958238,0.000003056682],"category_scores_gemma":[0.00001717718,0.0001811945,0.0000393343,0.000196772,0.00003632937,0.00009155168,0.00001606454,0.0002902827,9.532418e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005264328,"about_ca_system_score_gemma":0.000004496474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009379311,"about_ca_topic_score_gemma":0.0000632929,"domain_scores_codex":[0.9992009,0.000002898557,0.0002204771,0.000199179,0.00003933116,0.0003372269],"domain_scores_gemma":[0.9997772,0.00002627872,0.00000641283,0.000136652,0.000007938357,0.00004550786],"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":[0.00002118021,0.00002355305,0.0001017574,0.00008417832,0.00004647034,0.000004405222,0.0001801349,0.7354515,0.164051,0.07220133,0.000003742645,0.0278308],"study_design_scores_gemma":[0.0007235436,0.00002727227,0.00004117387,0.00008495541,0.00001181233,0.00001043728,0.00003445453,0.964255,0.03343881,0.000684007,0.0004699642,0.0002185158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5951716,0.001144415,0.4028964,0.0002178361,0.00010651,0.0001148881,0.0000116128,0.0003305525,0.000006212339],"genre_scores_gemma":[0.9584742,0.0003155191,0.04101285,0.00001862451,0.00009441535,0.00003719738,0.00001087766,0.0000352993,0.000001013728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3633026,"threshold_uncertainty_score":0.7388897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005411995738544,"score_gpt":0.2437979787997235,"score_spread":0.233743858842338,"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."}}