{"id":"W2959070186","doi":"10.5360/membrane.34.239","title":"Application of Membrane Process in Vitamin C Production","year":2009,"lang":"en","type":"article","venue":"MEMBRANE","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ultrafiltration (renal); Fermentation; Chromatography; Chemistry; Membrane; Flocculation; Centrifugation; Pulp and paper industry; Food science; Process engineering; Biochemistry; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002959152,0.0001185657,0.0001795503,0.0001034769,0.00003397103,0.000006725767,0.0002622668,0.00008989186,0.0002519491],"category_scores_gemma":[0.0001174339,0.0001131025,0.0000265109,0.0007476832,0.0001151114,0.0002790282,0.00002688957,0.0001129643,0.0001654482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006716396,"about_ca_system_score_gemma":0.00000765457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005685312,"about_ca_topic_score_gemma":0.00007045754,"domain_scores_codex":[0.9988185,0.00002862207,0.0003175026,0.0003495073,0.000298201,0.0001876418],"domain_scores_gemma":[0.9994348,0.00001552227,0.00013223,0.0003762258,0.00001240141,0.00002882292],"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":[0.00003802697,0.0001931236,0.004313639,0.00004067569,0.000001748961,0.000001284119,0.0003689254,0.0121532,0.9555484,0.0002590967,0.0001045985,0.0269773],"study_design_scores_gemma":[0.0002669698,0.00006976786,0.03372218,0.00001353219,0.000004603059,0.000006219508,0.0001071085,0.001854434,0.9620377,0.0012559,0.0005275285,0.0001340909],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989715,0.00001671076,0.0004130082,0.001314032,0.00004758928,0.0004975793,0.000001139333,0.0001399199,0.007854957],"genre_scores_gemma":[0.9987919,0.00002418878,0.0006942909,0.00006814144,0.00001760369,0.00004323552,0.000008478663,0.000007498959,0.0003446844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02940854,"threshold_uncertainty_score":0.4612187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008065821956961117,"score_gpt":0.2486979029477535,"score_spread":0.2406320809907924,"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."}}