{"id":"W4407261128","doi":"10.1016/j.ijbiomac.2025.140771","title":"Enhanced mechanical properties of cellulose fiber networks through synergistic effects of telechelic-structured carbohydrate-binding module-modified amphoteric polyacrylamide","year":2025,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"National Natural Science Foundation of China","keywords":"Cellulose; Polyacrylamide; Carbohydrate; Chemistry; Fiber; Polymer chemistry; Chemical engineering; Polymer science; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001267767,0.0004137582,0.0001376856,0.0001642509,0.00009282583,0.0001935248,0.0001447911,0.0001909278,0.0006858302],"category_scores_gemma":[0.0001801132,0.0001362862,0.0001766584,0.000128473,0.0001237375,0.0002549853,0.0001819772,0.0002761816,0.0001381587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001088658,"about_ca_system_score_gemma":0.00007879519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001396936,"about_ca_topic_score_gemma":0.0003566857,"domain_scores_codex":[0.9999226,0.00001206081,0.000004945131,0.00001483734,0.00001772589,0.00002780489],"domain_scores_gemma":[0.9999008,0.00002232849,0.00002943116,0.00000656475,0.00001388969,0.00002683758],"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":[0.00004483199,0.00001002244,0.00003670713,0.00002429175,0.000003092387,0.00001852084,0.00001009376,0.000114144,0.9987553,0.00004506523,0.00001224405,0.0009256349],"study_design_scores_gemma":[0.000006874182,0.00009778967,0.0007508761,0.000002320604,0.000009854458,0.00002982917,0.000007131833,0.001071501,0.997677,0.00001406079,0.0003274546,0.0000052719],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975019,0.0004306498,0.001138404,0.00001783253,0.00001471185,0.000005746891,0.00002778932,0.00002715806,0.0008358127],"genre_scores_gemma":[0.9984572,0.0002203589,0.0007984076,0.00001642283,0.000006427563,0.000009178286,0.0000221467,0.000007190968,0.0004626471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006858302,"threshold_uncertainty_score":0.002294362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0186041007589529,"score_gpt":0.2855959878992857,"score_spread":0.2669918871403328,"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."}}