{"id":"W4306377418","doi":"10.3390/coatings12101562","title":"Crosslinked PVA/Nanoclay Hydrogel Coating for Improving Water Vapor Barrier of Cellulose-Based Packaging at High Temperature and Humidity","year":2022,"lang":"en","type":"article","venue":"Coatings","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Government of Jiangsu Province; Natural Sciences and Engineering Research Council of Canada; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Coating; Polyvinyl alcohol; Materials science; Contact angle; Water vapor; Transmission rate; Composite material; Cellulose; Humidity; Moisture; Chemical engineering; Thermal stability; Relative humidity; Chemistry; Transmission (telecommunications); Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001338786,0.0002666907,0.0004351992,0.00009277138,0.001631699,0.0000661163,0.0003026688,0.00006655699,0.0003864028],"category_scores_gemma":[0.0006612755,0.0002163071,0.00009692343,0.0001430563,0.0003428248,0.0001866161,0.001005241,0.000271894,0.000005245656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002320181,"about_ca_system_score_gemma":0.00009727946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001143888,"about_ca_topic_score_gemma":0.00001361407,"domain_scores_codex":[0.9974405,0.0001232052,0.0004904884,0.0006360277,0.0005674785,0.0007422927],"domain_scores_gemma":[0.9983563,0.0006653853,0.0002855671,0.0003413376,0.000219187,0.0001322527],"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":[0.0001151981,0.00003206312,0.001061114,0.0004397425,0.000006889311,0.000008773283,0.001396461,0.0004424277,0.9961477,0.00005779225,0.0001333731,0.0001584907],"study_design_scores_gemma":[0.001112415,0.0002078715,0.00006731693,0.00002884918,0.00002335114,0.000005563775,0.00060957,0.001273051,0.9955,0.0004069595,0.0004907711,0.0002743101],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974948,0.0002715944,0.0007096263,0.0002037657,0.000288909,0.0006743201,0.0002228627,0.00009806499,0.00003608699],"genre_scores_gemma":[0.993183,0.000002009658,0.005186388,0.0001278373,0.000101065,0.0003234456,0.00006937455,0.00005277187,0.0009541753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004476761,"threshold_uncertainty_score":0.9996681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532577977083179,"score_gpt":0.2590918675801421,"score_spread":0.2437660878093103,"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."}}