{"id":"W1593141074","doi":"10.51415/10321/698","title":"The purification of corn steep liquor as a fermentation feedstock by ultrafiltration","year":2010,"lang":"en","type":"dissertation","venue":"","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corn steep liquor; Ultrafiltration (renal); Raw material; Suspended solids; Membrane technology; Pulp and paper industry; Chemistry; Waste management; Fermentation; Total dissolved solids; Membrane fouling; Slurry; Membrane; Fouling; Chromatography; Environmental science; Environmental engineering; Food science; Engineering; Wastewater; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003244656,0.0003593687,0.0002628591,0.0002635346,0.0002790497,0.0007186736,0.0002053571,0.0003184798,0.0002448661],"category_scores_gemma":[0.0002877177,0.00009684703,0.0002917044,0.0004692654,0.0002955319,0.0005642658,0.0003339298,0.0004963803,0.000234363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004769608,"about_ca_system_score_gemma":0.0008150063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002515827,"about_ca_topic_score_gemma":0.003499903,"domain_scores_codex":[0.9997233,0.00004753308,0.00001872665,0.00003799278,0.000123028,0.00004950975],"domain_scores_gemma":[0.9998915,0.00002089057,0.00002698961,0.00001144091,0.00003627114,0.00001293428],"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":[0.00002955814,0.00002548399,0.0004631318,0.0001230977,0.00000519938,0.00008423806,0.00003209803,0.0005171213,0.9870508,0.0003096238,0.00001982245,0.01133995],"study_design_scores_gemma":[0.000003235439,0.0001304024,0.001582513,0.00001163689,0.000008049778,0.0001224561,0.00004617393,0.001313825,0.9945181,0.00008305301,0.002173268,0.000007286072],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9197466,0.005954975,0.07094526,0.0002628623,0.00003621252,0.0001615582,0.0001757368,0.00009664375,0.002620162],"genre_scores_gemma":[0.9577498,0.004677349,0.03534686,0.00005613463,0.00001039867,0.00003265937,0.0002480308,0.000018308,0.001860476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002515827,"threshold_uncertainty_score":0.005002439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005369360486264884,"score_gpt":0.2206715394816933,"score_spread":0.2153021789954284,"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."}}