{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002083402,0.0001984779,0.0001816208,0.0001052535,0.0001503714,0.0002887451,0.0001765095,0.00006503175,0.000201007],"category_scores_gemma":[0.00001215678,0.0001810803,0.00005929691,0.0001995025,0.0001503878,0.0001837251,0.0002400415,0.0000798728,0.0005910728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007340229,"about_ca_system_score_gemma":0.00003401793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000588404,"about_ca_topic_score_gemma":0.000005782672,"domain_scores_codex":[0.9986642,0.00004932408,0.0002471299,0.0004527095,0.0002177915,0.0003688211],"domain_scores_gemma":[0.9994508,0.00005379658,0.00005390899,0.0002960689,0.00001944187,0.0001259519],"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":[0.00001776491,0.00002532196,0.0007302581,0.00009723236,0.00001473328,0.00003072342,0.0001235459,0.000008246529,0.9967774,0.0003938304,0.001602159,0.0001788091],"study_design_scores_gemma":[0.0002284081,0.00007166914,0.0002956218,0.00008313551,0.0000448132,0.0001255969,0.00001752192,0.0005099889,0.9747555,0.0002983762,0.02333862,0.0002307235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99491,0.002125359,0.0002930684,0.0003245174,0.001120009,0.0002237798,0.0001311595,0.0002885962,0.0005834947],"genre_scores_gemma":[0.9924458,0.00007948714,0.006612435,0.00005894712,0.0001124734,0.000003421129,0.00005179234,0.00004348165,0.0005922242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02202185,"threshold_uncertainty_score":0.7597242,"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."}}