{"id":"W4403454687","doi":"10.1016/j.ijbiomac.2024.136132","title":"Eco-friendly and flexible polysaccharide-based packaging films for fruit preservation","year":2024,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Polysaccharide; Polymer science; Environmentally friendly; Chemistry; Food science; Chemical engineering; Biology; Engineering; Organic chemistry; Ecology","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":[0.0001057354,0.0003979753,0.0001200284,0.0001615701,0.0001118847,0.0002936611,0.0001524588,0.0003505219,0.001014145],"category_scores_gemma":[0.0001245603,0.0001643772,0.0001749838,0.0001569271,0.00008476932,0.0004229665,0.0001850092,0.000478355,0.0002189572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001048947,"about_ca_system_score_gemma":0.00009717089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001782128,"about_ca_topic_score_gemma":0.0006148255,"domain_scores_codex":[0.9999439,0.000006507983,0.000003524111,0.0000122389,0.0000194903,0.00001426967],"domain_scores_gemma":[0.9999481,0.000009271447,0.00001596288,0.000002945166,0.00001216805,0.00001147695],"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":[0.00001455508,0.00000834434,0.00003066325,0.00005673496,0.00000266513,0.00004078516,0.000009161687,0.00007353374,0.9976233,0.00007521712,0.00004657412,0.002018632],"study_design_scores_gemma":[0.000003636598,0.000134558,0.0009890207,0.00001084599,0.00001333407,0.0001075035,0.00001785385,0.0008538606,0.9955316,0.00003439057,0.002297335,0.000006117142],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650453,0.007278262,0.02094003,0.000178986,0.0001388614,0.00005148316,0.0002780283,0.0001707935,0.00591826],"genre_scores_gemma":[0.9825746,0.002488515,0.01073619,0.0001038094,0.00001936796,0.00002844512,0.0001519127,0.00003182544,0.003865335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001014145,"threshold_uncertainty_score":0.003392637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02540782863233867,"score_gpt":0.3036737308288306,"score_spread":0.278265902196492,"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."}}