{"id":"W2115105193","doi":"10.1002/bit.20888","title":"Comparative testing of tangential microfiltration for microbial cultures","year":2006,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Microfiltration; Filtration (mathematics); Bioreactor; Cross-flow filtration; Chromatography; Chemistry; Yeast; Filter (signal processing); Volumetric flow rate; Aspergillus niger; Fermentation; Flux (metallurgy); Membrane; Dilution; Pulp and paper industry; Food science; Botany; Biology; Biochemistry; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004631717,0.000143605,0.0002024475,0.000142247,0.00005376649,0.0000112874,0.00008785635,0.0003265255,0.000001145176],"category_scores_gemma":[0.00001343214,0.0001331825,0.00003267125,0.0001815621,0.0001534726,0.00003713634,0.00002796791,0.0001103218,7.221736e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001562785,"about_ca_system_score_gemma":0.000004793102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001394395,"about_ca_topic_score_gemma":0.000007033343,"domain_scores_codex":[0.9994419,0.000002599005,0.0001942893,0.0001409151,0.00002925553,0.0001910277],"domain_scores_gemma":[0.9997957,0.0000290163,0.00003292519,0.0001002099,0.0000315396,0.00001057134],"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":[0.000005225175,0.000009000038,0.00009712367,0.00007259635,0.00002347138,7.542973e-7,0.00001481561,0.0003912598,0.9945981,0.001294679,0.001639607,0.001853363],"study_design_scores_gemma":[0.0002005295,0.00005515116,0.0002267267,0.00003162925,0.00002192039,0.00002445741,0.00005667137,0.004824613,0.9887833,0.0001552935,0.005467433,0.0001522508],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8863348,0.003650625,0.1082764,0.0001223412,0.0002098318,0.0002130369,0.0000438575,0.00105488,0.00009424049],"genre_scores_gemma":[0.9533494,0.00008489735,0.04645253,0.000003174692,0.00006203495,0.000006833979,0.00001573479,0.00001164953,0.00001375324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06701461,"threshold_uncertainty_score":0.5431025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.015580561191401,"score_gpt":0.2167714618350994,"score_spread":0.2011909006436984,"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."}}