{"id":"W4412559308","doi":"10.1016/j.tifs.2025.105183","title":"Innovations in active food packaging: Harnessing waste valorization and irradiation-assisted functionalization for sustainable food preservation","year":2025,"lang":"en","type":"article","venue":"Trends in Food Science & Technology","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; International Atomic Energy Agency","keywords":"Surface modification; Food waste; Business; Food packaging; Waste management; Sustainability; Sustainable agriculture; Environmental science; Food science; Chemistry; Engineering; Chemical engineering","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":[0.0003876655,0.0005180829,0.0002316608,0.0002473043,0.0001544525,0.0006402538,0.0005050674,0.0006916311,0.001610077],"category_scores_gemma":[0.000195279,0.0002417672,0.0003605789,0.0002922456,0.0003637692,0.001435323,0.0004657761,0.001086918,0.0004966557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002244044,"about_ca_system_score_gemma":0.0001495618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009322351,"about_ca_topic_score_gemma":0.0002150365,"domain_scores_codex":[0.9998554,0.00002310886,0.00000826241,0.00004282774,0.0000412086,0.0000291696],"domain_scores_gemma":[0.9999321,0.00001933464,0.00001652876,0.000009343016,0.00001497466,0.000007667762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004757068,0.00006769816,0.0001731434,0.0005244919,0.00001682422,0.00009308923,0.00008121323,0.0003902753,0.9616658,0.005953222,0.0003561383,0.03063056],"study_design_scores_gemma":[0.000009407112,0.0004623168,0.0005289763,0.00004032233,0.00002435244,0.0002735807,0.00005725633,0.002134437,0.9747661,0.001510492,0.02017649,0.00001627187],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7362046,0.09362469,0.135752,0.002142941,0.0009928037,0.0001117108,0.0002663277,0.0006165855,0.03028834],"genre_scores_gemma":[0.9291948,0.02679377,0.03361923,0.0004632528,0.0001630126,0.00005695849,0.0002000924,0.00008688778,0.009422032],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001610077,"threshold_uncertainty_score":0.005386233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02289392276782652,"score_gpt":0.2899874387252261,"score_spread":0.2670935159573996,"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."}}