{"id":"W4411739374","doi":"10.1021/acsami.5c06439","title":"Tetrahydrazide-EDTA Cross-Linked Cellulose Hydrogels for Water Treatment by Heavy Metal Chelation","year":2025,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brockhouse Institute for Materials Research; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Self-healing hydrogels; Chelation; Materials science; Cellulose; Metal; Chelation therapy; Chemical engineering; Polymer chemistry; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001451688,0.0004826627,0.0002157708,0.0001539627,0.000103013,0.0001691315,0.0002160695,0.0003078842,0.0008642626],"category_scores_gemma":[0.0001032018,0.0001668283,0.0002449707,0.0001359865,0.00009867922,0.0002700985,0.0001729107,0.0002889244,0.000249863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001997644,"about_ca_system_score_gemma":0.0001745117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005289137,"about_ca_topic_score_gemma":0.001017248,"domain_scores_codex":[0.9999176,0.00001077042,0.000007376427,0.00001697374,0.00002449616,0.00002272882],"domain_scores_gemma":[0.9999365,0.00001228779,0.00002216526,0.000003642757,0.000008208814,0.00001717516],"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":[0.00002456662,0.00001162739,0.00002100451,0.00003120114,0.000003054399,0.0000214561,0.000005661239,0.0000920288,0.9988405,0.00001915213,0.00001613306,0.0009137226],"study_design_scores_gemma":[0.000007405956,0.00008572869,0.0004379698,0.000004256055,0.000008782546,0.00005548733,0.000005988084,0.0009560878,0.9975033,0.00001263691,0.0009174767,0.000004863522],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776224,0.004638693,0.01496218,0.0001318051,0.00009565652,0.00005951651,0.0002089492,0.0001850758,0.002095685],"genre_scores_gemma":[0.9828047,0.001973618,0.0118073,0.00007901109,0.00001816235,0.00006381024,0.0001543321,0.00003386939,0.003065123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008642626,"threshold_uncertainty_score":0.002891243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083972160843907,"score_gpt":0.2604927024241696,"score_spread":0.2496529808157305,"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."}}