{"id":"W4415977794","doi":"10.1021/acs.langmuir.5c03546","title":"Influence of Interfacial Interactions on the Formation of Zein–Ethyl Cellulose Composite Films","year":2025,"lang":"en","type":"article","venue":"Langmuir","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; University of Guelph","keywords":"Aqueous solution; Composite number; Scanning electron microscope; Solubility; Microstructure; Solvent; Particle (ecology); Cellulose","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":[0.0001778999,0.0003116713,0.0001976066,0.0001336367,0.0001307732,0.0003088147,0.0001532168,0.0001707674,0.0005977976],"category_scores_gemma":[0.0002515288,0.0001543078,0.0001306941,0.0001291515,0.0001356265,0.0002840607,0.0001854661,0.0004258427,0.0001387386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001854039,"about_ca_system_score_gemma":0.0001461676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005405619,"about_ca_topic_score_gemma":0.00118744,"domain_scores_codex":[0.9998595,0.00001739383,0.00001026867,0.0000357898,0.00004926324,0.00002783779],"domain_scores_gemma":[0.999838,0.00007584764,0.0000403122,0.000006892219,0.0000245068,0.00001442484],"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":[0.00001551355,0.000004067411,0.00006583528,0.0000194533,0.000002397122,0.00002229839,0.000007553536,0.00002905873,0.9993522,0.00001680332,0.000003276708,0.0004615339],"study_design_scores_gemma":[0.000002000057,0.00002212904,0.0008008574,0.000001562546,0.000005289049,0.00002287797,0.000007908156,0.0004545514,0.998458,0.000006326277,0.0002172583,0.00000128886],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925492,0.001420734,0.004708386,0.00003606425,0.00001378256,0.00001635575,0.00004936771,0.0000411959,0.001164851],"genre_scores_gemma":[0.9955292,0.0007662565,0.002967818,0.00002018226,0.000004350025,0.0000143491,0.00005440284,0.00001809138,0.0006253398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005977976,"threshold_uncertainty_score":0.001999855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110760032777265,"score_gpt":0.2617499717665022,"score_spread":0.2506423714387295,"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."}}