{"id":"W4409011466","doi":"10.1016/j.cej.2025.162006","title":"Adsorption–photocatalysis synergistic removal of perfluoroalkyl/polyfluoroalkyl substances by reusable chitin/polyethylene imine/O-g-C3N4 sponges in water environments","year":2025,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Natural Science Foundation of Shandong Province; Key Technology Research and Development Program of Shandong; Natural Science Foundation of Hainan Province; National Natural Science Foundation of China; Canada Research Chairs","keywords":"Imine; Adsorption; Photocatalysis; Chitin; Chemistry; Polyethylene; Chemical engineering; Organic chemistry; Environmental chemistry; Chitosan; Catalysis","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005784447,0.0003597073,0.0005073238,0.0002124107,0.00008864599,0.00005753154,0.0007168994,0.0002077524,0.0018454],"category_scores_gemma":[0.0001392048,0.0003005729,0.0001832391,0.0005091295,0.0002777783,0.0003057412,0.000244791,0.0007519705,0.00008005417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005190788,"about_ca_system_score_gemma":0.00002524243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001063541,"about_ca_topic_score_gemma":0.000009518788,"domain_scores_codex":[0.9970888,0.00005788825,0.0007615327,0.0004854359,0.0007169683,0.0008893957],"domain_scores_gemma":[0.9990603,0.0001282283,0.0001082698,0.0004154406,0.00001338025,0.0002744333],"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":[0.00009746253,0.0001531816,0.003139447,0.00004977932,0.00005016433,0.00007300587,0.0001876027,0.005650795,0.9761469,0.00001370022,0.001024156,0.01341385],"study_design_scores_gemma":[0.0008044069,0.00003710708,0.001579015,0.0001488053,0.00003566594,0.0001027268,0.00005612016,0.006013487,0.9752796,0.0000881852,0.0155087,0.0003461972],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799662,0.01524212,0.00240215,0.0002020409,0.0001914277,0.0001735856,0.00001817222,0.00003038753,0.001773897],"genre_scores_gemma":[0.993937,0.001182988,0.002378454,0.00004428038,0.00007844115,0.00003093215,0.00003764867,0.00003646191,0.002273786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01448455,"threshold_uncertainty_score":0.9999446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004174554229941872,"score_gpt":0.2114462640579041,"score_spread":0.2072717098279623,"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."}}