{"id":"W3208411511","doi":"10.1016/j.cej.2021.132927","title":"Sustainable iron-grafted cellulose fibers enable coagulant recycling and improve contaminant removal in water treatment","year":2021,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Coagulation and Flocculation Studies","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Cellulose; Water treatment; Chemistry; Cellulose fiber; Waste management; Pulp and paper industry; Chemical engineering; Organic chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002038454,0.0002241828,0.0001127496,0.0001651429,0.0001770876,0.0002577175,0.0001220714,0.000335734,0.0005107783],"category_scores_gemma":[0.0001640382,0.00010377,0.0001876399,0.0001054284,0.0001632399,0.0003205472,0.0001278895,0.0003710121,0.0001119712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002654878,"about_ca_system_score_gemma":0.000213062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001032116,"about_ca_topic_score_gemma":0.002149021,"domain_scores_codex":[0.9999175,0.000008889468,0.00000454879,0.00001356989,0.00003353139,0.00002205117],"domain_scores_gemma":[0.9999278,0.00001279985,0.00001519475,0.000005141698,0.00002373967,0.00001545256],"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":[0.00004847525,0.00003748518,0.0001756303,0.0000254794,0.0000041025,0.0000266875,0.00001252599,0.0002151912,0.997546,0.0001498134,0.00002673532,0.001731836],"study_design_scores_gemma":[0.000002847709,0.00008102228,0.0009215726,0.000002992524,0.000004933104,0.00002244517,0.00001047606,0.001046761,0.9974869,0.00002760846,0.0003898869,0.000002524179],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971878,0.0004858169,0.00149942,0.00003188911,0.0000138668,0.000008539412,0.00002841117,0.00001225999,0.0007318615],"genre_scores_gemma":[0.9965572,0.0003995262,0.001724477,0.00001790877,0.000004237502,0.000004720311,0.00004092488,0.000007003658,0.001244011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001032116,"threshold_uncertainty_score":0.002052188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006194090821272855,"score_gpt":0.1979820274822237,"score_spread":0.1917879366609508,"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."}}