{"id":"W2781743711","doi":"10.1002/btpr.2597","title":"Preparation and application of sulfated xylan as a flocculant for dye solution","year":2018,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Science Foundation of Shandong Province; National Natural Science Foundation of China","keywords":"Xylan; Flocculation; Sulfation; Chemistry; Cellulose; Organic chemistry; Biochemistry","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":[0.0002346745,0.00007878207,0.0001363586,0.00008620967,0.0001527051,0.000009584233,0.0001296932,0.0001640483,0.000004564068],"category_scores_gemma":[0.0001311056,0.0000673676,0.000014768,0.0001447867,0.001073885,0.00007218432,0.0001239515,0.00004098826,0.00002013729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000281593,"about_ca_system_score_gemma":0.00002241611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001840894,"about_ca_topic_score_gemma":0.00002345144,"domain_scores_codex":[0.9992228,0.00002205602,0.0001597445,0.0002749517,0.0001025705,0.0002178932],"domain_scores_gemma":[0.9994359,0.00002968932,0.0001207987,0.0002221146,0.0001685913,0.00002292063],"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":[0.0001466539,0.00003593658,0.0001947638,0.0000476952,0.000008795646,3.381037e-7,0.00007909346,6.820415e-7,0.9731183,0.006854263,0.00004706414,0.01946641],"study_design_scores_gemma":[0.0002834187,0.0006093523,0.0002569471,0.00001375125,0.000009077379,0.000006342294,0.00004481458,0.00307849,0.9899207,0.002780858,0.002925124,0.00007111496],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9360855,0.0006816471,0.06118323,0.0008860888,0.0000549382,0.0008750322,0.00001695253,0.0001791385,0.00003747932],"genre_scores_gemma":[0.9870204,0.00006036135,0.01253229,0.000006043999,0.00004166598,0.0002963272,0.00001187466,0.000006963362,0.00002408414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0509349,"threshold_uncertainty_score":0.3956775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688762801084414,"score_gpt":0.3474068928628808,"score_spread":0.3305192648520367,"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."}}