{"id":"W2138407085","doi":"10.6000/1929-6037.2013.02.01.3","title":"Concentration of Astragalus Polysaccharide by Polysulfone-Activated Carbon Modified with Nitric Acid Blend Ultrafiltration Membranes","year":2013,"lang":"en","type":"article","venue":"Journal of Membrane and Separation Technology","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ultrafiltration (renal); Polysulfone; Chemistry; Membrane; Chromatography; Nitric acid; Polysaccharide; Nuclear chemistry; Inorganic chemistry; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001536082,0.0001652074,0.0002900806,0.0001767685,0.00006697007,0.00002606347,0.0001591444,0.0002786226,0.00001663515],"category_scores_gemma":[0.00007469893,0.0001330489,0.00004473051,0.0002739436,0.0001715565,0.000041996,0.00001576591,0.0001606089,0.000001283769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001781044,"about_ca_system_score_gemma":0.0001128845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007290009,"about_ca_topic_score_gemma":0.000009845815,"domain_scores_codex":[0.9988294,0.00006126988,0.0005466879,0.0002058221,0.0001840078,0.0001728396],"domain_scores_gemma":[0.9987988,0.00001506513,0.0005602308,0.0002169695,0.0003425914,0.00006635758],"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":[0.0001573022,0.00008386402,0.0003032128,0.00002407729,0.0001006009,8.168904e-7,0.00004672558,0.0001655408,0.9964668,0.00006533061,0.00007562213,0.002510174],"study_design_scores_gemma":[0.0007948728,0.0005467979,0.0002369476,0.00001882764,0.00005992994,0.0001560363,0.0001802599,0.0005063167,0.9969853,0.00007913924,0.0002973169,0.0001382587],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954017,0.001351986,0.001913947,0.0007661664,0.00002702702,0.0003058033,0.000008430453,0.00001734374,0.0002076191],"genre_scores_gemma":[0.9985156,0.0007723684,0.0004549988,0.00005207758,0.00004934552,0.00003438918,0.00002693538,0.00001688572,0.00007736388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003113958,"threshold_uncertainty_score":0.5425577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008046837618056827,"score_gpt":0.2264497987162819,"score_spread":0.2184029610982251,"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."}}