{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001542999,0.0001805219,0.0002095426,0.00007894974,0.0001888559,0.00003104109,0.0002283077,0.0001235054,0.000002317551],"category_scores_gemma":[0.00003133445,0.0001376101,0.00003191215,0.0002820251,0.0003152921,0.0000106674,0.0001761354,0.0001114164,0.000001528382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001953299,"about_ca_system_score_gemma":0.0000987034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008777159,"about_ca_topic_score_gemma":0.0003419025,"domain_scores_codex":[0.9988201,0.00007291872,0.0002513444,0.0004876382,0.00008588786,0.0002821046],"domain_scores_gemma":[0.9992384,0.00002135574,0.00005791678,0.0005524391,0.00002755939,0.0001023445],"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":[0.0001258752,0.0002136263,0.002935234,0.00002497275,0.000133977,0.000003043079,0.0007527968,0.000312795,0.9781996,0.0004217362,0.00004576288,0.0168306],"study_design_scores_gemma":[0.002566407,0.0005237952,0.08784606,0.000254524,0.0003023227,0.0001615871,0.003395592,0.004903231,0.8884065,0.001130603,0.009514411,0.0009949512],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913608,0.003770308,0.001829141,0.0005036545,0.00001815375,0.0005772042,0.0001219166,0.00001595141,0.001802904],"genre_scores_gemma":[0.9969841,0.0002256251,0.002157401,0.000174371,0.00003029366,0.0001935306,0.0001013646,0.00002173289,0.0001115688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08979306,"threshold_uncertainty_score":0.5611575,"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."}}