{"id":"W2762279157","doi":"10.1016/j.biotechadv.2017.10.002","title":"Recent advances in polysaccharide bio-based flocculants","year":2017,"lang":"en","type":"review","venue":"Biotechnology Advances","topic":"Coagulation and Flocculation Studies","field":"Environmental Science","cited_by":286,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Flocculation; Polysaccharide; Biochemical engineering; Biomass (ecology); Pulp and paper industry; Wastewater; Environmentally friendly; Sewage treatment; Chemistry; Environmental science; Biotechnology; Biology; Environmental engineering; Organic chemistry; Engineering; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002369034,0.0004540666,0.001231701,0.000329341,0.0002867487,0.00002849356,0.0007776191,0.0006441778,0.0006524459],"category_scores_gemma":[0.0003162158,0.0003701395,0.0001939958,0.0005496793,0.0007211536,0.000365969,0.0003770331,0.0004379654,0.0007408582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002606391,"about_ca_system_score_gemma":0.00004776872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001333907,"about_ca_topic_score_gemma":0.0006159141,"domain_scores_codex":[0.9977909,0.00008372094,0.0006375007,0.0007904609,0.0002642998,0.0004330687],"domain_scores_gemma":[0.9983414,0.0001280443,0.0006365886,0.0008273603,0.000009751807,0.00005680031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004755405,0.00003602091,0.0006412283,0.0002860102,0.00001020471,0.00001449094,0.000004653665,0.00007265593,0.000001488307,0.00007250315,0.00009356053,0.9987624],"study_design_scores_gemma":[0.0001892564,0.0000227322,0.0002420055,0.0009871476,0.00004953041,0.000007455185,0.00001036839,0.00004921502,0.00001368029,0.0002318301,0.9977902,0.0004066113],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001143549,0.996181,0.000262459,0.0004165818,0.000478856,0.0005609773,0.00003058391,0.0001887793,0.001869359],"genre_scores_gemma":[0.00004867023,0.9987661,0.0006951581,0.00006238036,0.00003908735,0.000141956,0.0000210634,0.00002681421,0.0001987894],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9983558,"threshold_uncertainty_score":0.9998751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07060643685278237,"score_gpt":0.3761612354457911,"score_spread":0.3055547985930087,"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."}}