{"id":"W1969820405","doi":"10.1002/cjce.5450820527","title":"Wood Pulp as Model Fluid to Mimic the Oxygen Mass Transfer in <i>Aspergillus Niger</i> Fermentation","year":2004,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Bioreactor; Reciprocating motion; Fermentation; Pulp (tooth); Mass transfer coefficient; Mass transfer; Chemistry; Pulp and paper industry; Continuous stirred-tank reactor; Aspergillus niger; Airflow; Mixing (physics); Materials science; Chromatography; Food science; Thermodynamics; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002072787,0.0001092278,0.0001052818,0.00006756798,0.00003592541,0.00002500386,0.0002268944,0.00007627693,0.000003464522],"category_scores_gemma":[0.00007165012,0.00007640411,0.00006701287,0.0001412531,0.00002216483,0.000005993295,0.000007032083,0.0001883876,0.000002575431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001021155,"about_ca_system_score_gemma":0.0002109984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005570614,"about_ca_topic_score_gemma":0.0002485376,"domain_scores_codex":[0.9993703,0.000008209387,0.0002064207,0.0001035094,0.00008765973,0.0002238544],"domain_scores_gemma":[0.9996209,0.000002058979,0.00001832593,0.0001409279,0.00004708229,0.000170718],"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":[0.00001090134,0.000002644971,0.000001966567,0.000003861966,0.00001238157,0.000002211129,0.0001454924,0.3199219,0.679713,0.00006235388,0.00003691624,0.0000863709],"study_design_scores_gemma":[0.0003033894,0.00003530326,0.00003758263,0.00003049381,0.00001396312,0.0001077197,0.00001589983,0.0009857678,0.9972573,0.00006243772,0.001041023,0.0001091574],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922807,0.0003925176,0.005003238,0.002011792,0.0001878202,0.00009425241,0.000004057745,0.000003377152,0.00002223722],"genre_scores_gemma":[0.9987984,0.00001618702,0.0005128447,0.0003117398,0.0002963106,0.000004080258,0.000004678953,0.00001800024,0.00003779741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3189362,"threshold_uncertainty_score":0.3115669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005210342734271727,"score_gpt":0.1871009950504536,"score_spread":0.1818906523161819,"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."}}