{"id":"W4367048569","doi":"10.1016/j.heliyon.2023.e15792","title":"Pectin/PVA and pectin-MgO/PVA films: Preparation, characterization and biodegradation studies","year":2023,"lang":"en","type":"article","venue":"Heliyon","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"King Saud University; JSS Academy of Higher Education and Research; Amrita Vishwa Vidyapeetham University","keywords":"Polyvinyl alcohol; Materials science; Pectin; Biodegradation; Thermal stability; Nanocomposite; Crystallinity; Vinyl alcohol; Polymer; Food packaging; Chemical engineering; Composite material; Ultimate tensile strength; Organic chemistry; Chemistry","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":[0.000190143,0.0003422039,0.0001794279,0.0003085886,0.0001422439,0.0001663968,0.0001573188,0.0003179995,0.0007381675],"category_scores_gemma":[0.000243167,0.0001241264,0.0001836164,0.0003927851,0.0001059404,0.0003563622,0.0001084326,0.0003703456,0.0001879911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001243853,"about_ca_system_score_gemma":0.00008915639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004571261,"about_ca_topic_score_gemma":0.0006956132,"domain_scores_codex":[0.9998957,0.00000837314,0.00001427512,0.00002823763,0.00003481071,0.00001851827],"domain_scores_gemma":[0.9998723,0.00002352978,0.00005052571,0.000006763147,0.00003140967,0.00001541126],"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":[0.00002285478,0.00002123679,0.0001224231,0.00008234577,0.000002407652,0.00007618449,0.00002943848,0.00005787415,0.998019,0.00002391356,0.00001651755,0.001525862],"study_design_scores_gemma":[0.000004525402,0.000180381,0.00280571,0.00001103017,0.00001033564,0.0002304915,0.00004689503,0.0004364747,0.9944794,0.00002995903,0.001758483,0.000006379138],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805073,0.006114092,0.009826728,0.0001280687,0.00004569764,0.00009637805,0.0005904406,0.00006165372,0.002629648],"genre_scores_gemma":[0.9821841,0.00399727,0.009973067,0.00005186863,0.00001874,0.0001234984,0.0006109619,0.0000337347,0.003006801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007381675,"threshold_uncertainty_score":0.00246942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02747756842522767,"score_gpt":0.3001618655494807,"score_spread":0.272684297124253,"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."}}