{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005986306,0.0008974044,0.0007701615,0.0004733437,0.0005000221,0.0009197307,0.002856893,0.0021099,0.001580691],"category_scores_gemma":[0.0008773148,0.0005088807,0.001446853,0.000355644,0.0008312102,0.001096945,0.001287364,0.001645927,0.000611322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000982416,"about_ca_system_score_gemma":0.001078455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008489313,"about_ca_topic_score_gemma":0.004274136,"domain_scores_codex":[0.9997949,0.00006089857,0.00001177338,0.00004461825,0.00006564685,0.00002209573],"domain_scores_gemma":[0.9997723,0.0001061062,0.00002629113,0.00003432059,0.00004558853,0.00001531242],"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":[0.000015089,0.00004464361,0.0001763577,0.00004721308,0.00001535435,0.0001003003,0.00005526468,0.9511237,0.006203616,0.03661598,0.0002857797,0.00531658],"study_design_scores_gemma":[0.000004582716,0.000007192743,0.00003375332,0.000002853035,0.000003025355,0.00001034755,0.000003909385,0.9948585,0.0003077594,0.003895201,0.0008671778,0.00000574174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02429358,0.000417262,0.9677137,0.000402657,0.00007626359,0.00009935773,0.0001620239,0.0002233661,0.006611662],"genre_scores_gemma":[0.6044554,0.001557567,0.3738026,0.0003581246,0.0002035982,0.001283464,0.0003416446,0.0002814746,0.01771614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008489313,"threshold_uncertainty_score":0.0168798,"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."}}