{"id":"W4414802721","doi":"10.1016/j.ultsonch.2025.107596","title":"Ultrasound-enhanced bio-based active packaging films derived from passion fruit waste pectin: structural evolution, property correlations, and antioxidant activity through eggshell and oleuropein integration","year":2025,"lang":"en","type":"article","venue":"Ultrasonics Sonochemistry","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Agriculture","funders":"Guangxi Key Research and Development Program; Modern Agricultural Technology Industry System of Shandong province; Guangxi Academy of Agricultural Sciences","keywords":"Eggshell; Ultimate tensile strength; Active packaging; Linseed oil; Antioxidant; Eggshell membrane; Pomace; Oleuropein","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":[0.0001445286,0.0004595334,0.0002020445,0.0002058437,0.00007412605,0.0002774275,0.0002030146,0.0003107003,0.000519705],"category_scores_gemma":[0.0001496026,0.0001779703,0.0002209379,0.0001399485,0.0001333811,0.0003131468,0.0001880766,0.0003487562,0.000118696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001340782,"about_ca_system_score_gemma":0.00006578449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002558317,"about_ca_topic_score_gemma":0.0006482658,"domain_scores_codex":[0.9999292,0.000009587684,0.000007134719,0.00001716781,0.00002080386,0.00001603976],"domain_scores_gemma":[0.9999118,0.0000162507,0.00003683324,0.000005371764,0.00001645449,0.00001331485],"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":[0.00000950407,0.000004499374,0.00003017807,0.00001662344,0.000002613009,0.00001904934,0.000007182222,0.00002007527,0.999488,0.000005229655,0.00000271065,0.0003943423],"study_design_scores_gemma":[0.000002449484,0.0001069408,0.001309824,0.000003595413,0.00001328066,0.00005900882,0.00001142622,0.0003201644,0.9978498,0.000003779001,0.0003170201,0.000002674755],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996311,0.001161582,0.002020519,0.00002611766,0.000006443518,0.00001256537,0.00003822579,0.00002197527,0.000401505],"genre_scores_gemma":[0.994665,0.0009773198,0.003243573,0.00003308049,0.000005910837,0.00001631416,0.00009413705,0.00001298814,0.0009517171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000519705,"threshold_uncertainty_score":0.001738548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008134547348209998,"score_gpt":0.2386456941813124,"score_spread":0.2305111468331024,"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."}}