{"id":"W4415407907","doi":"10.1016/j.carbpol.2025.124451","title":"Structure-property relationships in minimally processed insect chitin/carboxymethyl cellulose films","year":2025,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"OeAD-GmbH; Ministerio de Ciencia e Innovación; European Social Fund; Khalifa University of Science, Technology and Research; Österreichische Forschungsförderungsgesellschaft; Euskal Herriko Unibertsitatea; Eusko Jaurlaritza; Alberta Blue Cross; European Commission; Edge Hill University","keywords":"Chitin; Cellulose; Carboxymethyl cellulose; Aqueous solution; Polymer; Dispersion (optics); Biomass (ecology); Polysaccharide","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004510217,0.0003940352,0.0004486085,0.0006474103,0.0002317304,0.0002164113,0.0006135232,0.0002303899,0.0004233031],"category_scores_gemma":[0.0002094084,0.0003225809,0.0001046222,0.001678017,0.0002016785,0.0004534172,0.0001699051,0.0005118798,0.00007308234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001512621,"about_ca_system_score_gemma":0.0003922869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006287737,"about_ca_topic_score_gemma":0.0002963598,"domain_scores_codex":[0.9972135,0.0003334446,0.0006533726,0.0007535944,0.0003288408,0.0007172469],"domain_scores_gemma":[0.9988396,0.0001902322,0.000198074,0.0005338288,0.00008364403,0.0001545912],"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":[0.0001005641,0.00004918277,0.003746451,0.0000967263,0.00001975176,0.00002673276,0.001082332,0.0002664927,0.9935035,0.0005948946,0.0001682071,0.0003451536],"study_design_scores_gemma":[0.0008670769,0.00005425095,0.004166293,0.0001684447,0.00004734519,0.000004022015,0.0003856905,0.001740982,0.9914845,0.0003913357,0.0002594567,0.0004305774],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829684,0.0009023794,0.00005288962,0.0004516413,0.0009233447,0.0005644143,0.00004753131,0.0002179167,0.01387149],"genre_scores_gemma":[0.9963563,0.000006362645,0.001326979,0.0003443161,0.00005106001,0.00006440203,0.00005269956,0.00004856618,0.001749311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01338791,"threshold_uncertainty_score":0.9999226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01744615982018877,"score_gpt":0.2384671865857127,"score_spread":0.2210210267655239,"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."}}