{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003532247,0.0003431186,0.0003414057,0.0003985925,0.0006752647,0.0006737766,0.0003508083,0.0007437054,0.0008848087],"category_scores_gemma":[0.0002196686,0.0001235701,0.0005178454,0.0005625185,0.000251273,0.0004950478,0.000485389,0.0004585439,0.0006018987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007862381,"about_ca_system_score_gemma":0.0004635995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422815,"about_ca_topic_score_gemma":0.001239476,"domain_scores_codex":[0.9997138,0.00004877729,0.00001694765,0.00006975839,0.0001014848,0.00004910358],"domain_scores_gemma":[0.9999191,0.0000152669,0.00001436207,0.00001566174,0.00002306875,0.00001254841],"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":[0.00005739481,0.00002383649,0.0003625064,0.0001200311,0.000007397352,0.000118863,0.00005663852,0.0002208566,0.9885672,0.0002973499,0.00009919914,0.0100687],"study_design_scores_gemma":[0.00000788649,0.0001121225,0.001252781,0.00001208183,0.00001353695,0.0002764468,0.00004297989,0.0007187581,0.9907495,0.0001013158,0.006702784,0.000009655055],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9314283,0.008330486,0.0520745,0.0005159095,0.0001188735,0.0001282387,0.0004194572,0.0003838847,0.006600306],"genre_scores_gemma":[0.9613392,0.003728947,0.03189354,0.00006241024,0.00001632803,0.00003723446,0.0003054634,0.0000329285,0.002584138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002422815,"threshold_uncertainty_score":0.005704641,"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."}}