{"id":"W2803976802","doi":"10.1021/acssuschemeng.8b01062","title":"Natural Cellulose-Chitosan Cross-Linked Superabsorbent Hydrogels with Superior Swelling Properties","year":2018,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Self-healing hydrogels; Superabsorbent polymer; Swelling capacity; Chemical engineering; Swelling; Chitosan; Cellulose; Distilled water; Aqueous solution; Chemistry; Polymer; Penetration (warfare); Environmentally friendly; Materials science; Polymer chemistry; Organic chemistry; Composite material; Chromatography","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001692836,0.0004859349,0.000305157,0.00005030297,0.0003248559,0.0002050428,0.0005660593,0.0002690949,0.00005097127],"category_scores_gemma":[0.0001873591,0.0004332758,0.000109413,0.0002560812,0.0003042025,0.00003894905,0.0002668512,0.0003106505,0.00001715422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059109,"about_ca_system_score_gemma":0.000228965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007338051,"about_ca_topic_score_gemma":0.00000194064,"domain_scores_codex":[0.9975573,0.00001666008,0.000394589,0.0007761047,0.0002738852,0.0009814441],"domain_scores_gemma":[0.9985378,0.00001268035,0.00007865549,0.0008525699,0.0003106789,0.0002075602],"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":[0.0000845959,0.00005514229,0.0003998595,0.0003426769,0.0001097382,0.00001913795,0.0002553801,0.002947874,0.9955847,0.00003093625,0.00003737668,0.0001325569],"study_design_scores_gemma":[0.0004311226,0.00008923141,0.00009176258,0.00006064685,0.00003635028,0.00009307707,0.0004924075,0.001833778,0.9638428,0.000004750543,0.0324127,0.0006113839],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947273,0.002053507,0.001401892,0.000113154,0.00006523421,0.0004264283,0.000006372609,0.0001810118,0.001025091],"genre_scores_gemma":[0.9913158,0.00006057565,0.001259553,0.00005403826,0.0007703782,0.0002663065,0.00008432141,0.0001455001,0.006043481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03237532,"threshold_uncertainty_score":0.9998119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006936867317155392,"score_gpt":0.2050151636932192,"score_spread":0.1980782963760638,"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."}}