{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001638298,0.00009540016,0.0001403863,0.0001091293,0.00001352676,0.00001467286,0.0001901844,0.00008525065,0.000006731164],"category_scores_gemma":[0.00002214198,0.00007687975,0.00004786106,0.0001183612,0.00002517417,0.00006631146,0.000002968014,0.0006251413,0.000001041426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007020002,"about_ca_system_score_gemma":0.00006427768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001537609,"about_ca_topic_score_gemma":0.0003058131,"domain_scores_codex":[0.9994529,0.00000462855,0.0002319033,0.0000439728,0.00008459245,0.0001820374],"domain_scores_gemma":[0.9996567,0.00003217723,0.00001645208,0.0000782258,0.00004333951,0.000173136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003455073,0.000001876294,0.0000293584,0.00002099316,0.000005171378,0.00001019343,0.0002227935,0.3432514,0.6562245,0.000203778,0.00001496248,0.00001149751],"study_design_scores_gemma":[0.0003319989,0.00003200877,0.002684331,0.0001323929,0.00001191671,0.00003577801,0.000005048664,0.08705243,0.9093459,0.00003464025,0.0001999201,0.0001336758],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993878,0.00008093477,0.0001524147,0.00009343573,0.0001291344,0.00003746599,0.000006163176,0.000007776647,0.0001048743],"genre_scores_gemma":[0.9997178,0.000004026118,0.0001528234,0.00002500113,0.00007887411,8.276218e-7,0.000001259848,0.00001745435,0.000001985859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2561989,"threshold_uncertainty_score":0.3135065,"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."}}