{"id":"W2291182788","doi":"","title":"COMMUNICATION TO THE EDITOR A Restructured Framework for Modeling Oxygen Transfer in Two-Phase Partitioning Bioreactors","year":2005,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Mass transfer; Bioreactor; Phase (matter); Mass transfer coefficient; Chemistry; Hexadecane; Absorption (acoustics); Thermodynamics; Chromatography; Materials science; 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":[0.002098565,0.001141588,0.001211941,0.0009447208,0.0008424156,0.001531634,0.002251595,0.002641546,0.01554111],"category_scores_gemma":[0.007591982,0.0005483857,0.0007744141,0.0004076,0.0009484319,0.001859106,0.001057241,0.003667202,0.01078733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009651001,"about_ca_system_score_gemma":0.00091905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005431841,"about_ca_topic_score_gemma":0.0007676303,"domain_scores_codex":[0.9988338,0.000185898,0.0001378911,0.000188768,0.0005448152,0.0001087029],"domain_scores_gemma":[0.9953134,0.001282677,0.0003321063,0.0002050871,0.002331059,0.0005357162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004335537,0.00009691685,0.000373634,0.0009407565,0.00005836548,0.001151361,0.00009403775,0.002397701,0.004267567,0.006016081,0.9125934,0.07157674],"study_design_scores_gemma":[0.00003889703,0.00007907007,0.0002380935,0.00007947649,0.00003263619,0.0008136111,0.00002676747,0.004043903,0.002774592,0.002030586,0.9898164,0.00002589448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.002447816,0.01161785,0.02613516,0.07585395,0.8774051,0.00009320636,0.0004614483,0.0003325334,0.005652947],"genre_scores_gemma":[0.03059391,0.02127299,0.01412931,0.03705675,0.8023046,0.0001784154,0.0005721142,0.0004687052,0.09342318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01554111,"threshold_uncertainty_score":0.05199015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355594603237828,"score_gpt":0.2797725100730287,"score_spread":0.2662165640406504,"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."}}