{"id":"W4404692376","doi":"10.3390/biomimetics9120725","title":"Hybrid Chitosan Biosorbents: Tunable Adsorption at Surface and Micropore Domains","year":2024,"lang":"en","type":"article","venue":"Biomimetics","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Government of Saskatchewan; Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Point of zero charge; Adsorption; Chitosan; Sorption; Glutaraldehyde; Microporous material; Chemical engineering; Chemistry; Solvent; Biopolymer; Fourier transform infrared spectroscopy; Swelling; Polymer chemistry; Materials science; Organic chemistry; Polymer","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":[0.0001698708,0.0004563305,0.0002032521,0.0002581044,0.0001358119,0.0003324128,0.0002851876,0.0003222592,0.0006139433],"category_scores_gemma":[0.0001857447,0.0001558386,0.0002777215,0.0001737042,0.0001972565,0.0003320527,0.0002523546,0.0003474689,0.0002739728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005044696,"about_ca_system_score_gemma":0.0002439656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001059205,"about_ca_topic_score_gemma":0.00269207,"domain_scores_codex":[0.9998318,0.00001423746,0.000008666046,0.00002845525,0.00008413695,0.00003261642],"domain_scores_gemma":[0.9998568,0.00003492105,0.00003383328,0.00001351881,0.00003649775,0.00002444195],"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":[0.000008626578,0.000004739306,0.00002939579,0.00002180669,0.000002722554,0.00001496289,0.000004735384,0.00003730104,0.9993289,0.00003497768,0.00001081653,0.0005012011],"study_design_scores_gemma":[0.000004011413,0.00005810744,0.0009303252,0.000001833273,0.000009243173,0.00008518586,0.000009394474,0.0007268434,0.9973295,0.00002037691,0.0008182012,0.000006970675],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980912,0.00195717,0.01466018,0.0001787569,0.00003096542,0.00006635092,0.0002295487,0.0001915522,0.001773396],"genre_scores_gemma":[0.9842717,0.001015391,0.0117395,0.0001188219,0.00001718502,0.00003974291,0.0001580084,0.00003496029,0.002604843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001059205,"threshold_uncertainty_score":0.003660142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009609543393180348,"score_gpt":0.2409808772477618,"score_spread":0.2313713338545815,"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."}}