{"id":"W4411012899","doi":"10.1021/acsami.5c04726","title":"Innovative Poly(vinyl alcohol) (PVA)-Based Nanolayered Films: Balancing Mechanical and Gas Barrier Properties","year":2025,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Materials science; Vinyl alcohol; Composite material; Polymer science; Chemical engineering; Nanotechnology; Polymer","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":[0.00009400461,0.000337662,0.0001322238,0.0001749244,0.00008304342,0.0003157887,0.000198465,0.0002168525,0.0003592844],"category_scores_gemma":[0.0001356893,0.0001247653,0.0001419356,0.0001201613,0.0001195478,0.0004162766,0.0001425787,0.0003560235,0.0001158387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001738084,"about_ca_system_score_gemma":0.00009122184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002402346,"about_ca_topic_score_gemma":0.0006877558,"domain_scores_codex":[0.999948,0.000004192301,0.000004550422,0.00001378618,0.00001551845,0.00001396284],"domain_scores_gemma":[0.9999309,0.00001226181,0.00002410536,0.000004360987,0.00001363581,0.00001487041],"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":[0.000007321539,0.000004810236,0.00003566996,0.00002070388,0.000002297107,0.00001139577,0.000003619392,0.00006082845,0.9990696,0.00004312437,0.000009726475,0.0007309028],"study_design_scores_gemma":[0.000003401195,0.00009319568,0.000526447,0.000004525709,0.00001068322,0.0000519315,0.00000924107,0.001187995,0.9972262,0.00002135075,0.000861692,0.000003203114],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839766,0.002263178,0.01155314,0.00008301874,0.00005052629,0.0000229639,0.0001202882,0.000119847,0.00181053],"genre_scores_gemma":[0.9874907,0.001054921,0.01005534,0.00003519133,0.00001265909,0.00001790181,0.00008585458,0.00002216942,0.00122516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0003592844,"threshold_uncertainty_score":0.001261055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981792077224489,"score_gpt":0.2343225341424528,"score_spread":0.2145046133702079,"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."}}