{"id":"W1987800923","doi":"10.1002/cjce.20302","title":"Influence of medium composition on oxygen transfer rate in animal cell culture","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aeration; Bubble; Coalescence (physics); Mass transfer; Oxygen; Mass transfer coefficient; Composition (language); Surface tension; Viscosity; Oxygen tension; Chemistry; Chemical engineering; Aqueous solution; Chromatography; Thermodynamics; Materials science; Analytical Chemistry (journal); Mechanics; Organic chemistry; Composite material; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004955494,0.0004617506,0.0005207518,0.0002637221,0.0002306936,0.0007747772,0.0003902412,0.0003865245,0.0006972067],"category_scores_gemma":[0.0009107153,0.0001985676,0.0002159389,0.0002056267,0.0002977957,0.0003784685,0.000402832,0.0006576026,0.0002279605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003955362,"about_ca_system_score_gemma":0.0003996523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002302225,"about_ca_topic_score_gemma":0.001994279,"domain_scores_codex":[0.9995986,0.0001104225,0.00003562563,0.00008874373,0.00009371623,0.00007296666],"domain_scores_gemma":[0.9990771,0.0004904176,0.0001512062,0.00004622736,0.0001398929,0.00009505261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005190941,0.00003759119,0.0002804486,0.00006183003,0.000009939152,0.00004348084,0.00005156288,0.0001495282,0.9979506,0.00002555287,0.00002272146,0.0008476105],"study_design_scores_gemma":[0.00000904892,0.0003284001,0.001124381,0.000005659868,0.00002319503,0.00003777139,0.0000268045,0.0004585166,0.9976077,0.000008483133,0.0003631405,0.00000680758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952857,0.001439151,0.002094941,0.00007726537,0.00002789611,0.00002997872,0.0002606277,0.00006593856,0.0007184806],"genre_scores_gemma":[0.9943136,0.0008137122,0.0037039,0.00006828656,0.000009619874,0.00004085818,0.0002543132,0.00004774309,0.0007479251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002302225,"threshold_uncertainty_score":0.004577637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002304921448085527,"score_gpt":0.1544600695362421,"score_spread":0.1521551480881566,"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."}}