{"id":"W4413122923","doi":"10.3390/gels11080622","title":"Polyampholytic Hydrogels from Chitosan Macromonomers with Aryl-Mono and Di-Sulfonated Groups: An Approach to the Removal of Copper Ions and Ciprofloxacin in Aqueous Solutions","year":2025,"lang":"en","type":"article","venue":"Gels","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Agencia Nacional de Investigación y Desarrollo; Universidad de Concepción; Canada Research Chairs","keywords":"Self-healing hydrogels; Chitosan; Copper; Aryl; Aqueous solution; Ion; Polymer chemistry; Chemistry; Materials science; Chemical engineering; Organic chemistry","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":[0.00009578467,0.0004727244,0.0001479212,0.0001562052,0.00008572219,0.0001604783,0.0002001247,0.000282235,0.0005826986],"category_scores_gemma":[0.00009865843,0.0001474582,0.0002488365,0.000136318,0.0001214591,0.0002392952,0.0001514059,0.000418292,0.0001506579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002243445,"about_ca_system_score_gemma":0.0001818616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005126611,"about_ca_topic_score_gemma":0.001096565,"domain_scores_codex":[0.9999249,0.000008076962,0.00000801394,0.00001481091,0.00002609554,0.00001816495],"domain_scores_gemma":[0.9999259,0.000009053787,0.0000308279,0.000005891282,0.00001321985,0.00001509946],"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":[0.00001014812,0.000005513205,0.00001612673,0.0000305634,0.000001883442,0.00001410787,0.000003772663,0.00002273804,0.999241,0.00001674346,0.000006591663,0.0006308269],"study_design_scores_gemma":[0.000003173486,0.00006868457,0.0003331115,0.000002578319,0.000006025379,0.00006547523,0.000003757784,0.0002189949,0.9987773,0.000006167514,0.0005111944,0.000003360838],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980488,0.003336414,0.01407053,0.0001280255,0.00005324652,0.000080449,0.0002003715,0.0001119838,0.001530972],"genre_scores_gemma":[0.9850167,0.001713873,0.01053146,0.00006448927,0.00001584623,0.00004770857,0.000152666,0.00002037591,0.00243693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005826986,"threshold_uncertainty_score":0.00194931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323166783650422,"score_gpt":0.227451924805575,"score_spread":0.2142202569690708,"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."}}