{"id":"W3134333130","doi":"10.3934/matersci.2021008","title":"Poly(vinyl alcohol) nanocomposites: Recent contributions to engineering and medicine","year":2021,"lang":"en","type":"article","venue":"AIMS Materials Science","topic":"Polymer Nanocomposite Synthesis and Irradiation","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Vinyl alcohol; Nanocomposite; Materials science; Graphene; Polymer; Vinyl ester; Vinyl polymer; Montmorillonite; Oxide; Chemical engineering; Polymer chemistry; Composite material; Nanotechnology; Copolymer","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001185952,0.0001897944,0.0003301749,0.0001810224,0.0004420351,0.0003489625,0.0003610585,0.00005216466,0.0009614381],"category_scores_gemma":[0.0006814439,0.0001637097,0.00001972331,0.0007480251,0.0002784918,0.0006034205,0.000264698,0.00004288279,0.0001671889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354125,"about_ca_system_score_gemma":0.0001903737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001416572,"about_ca_topic_score_gemma":0.000005574591,"domain_scores_codex":[0.9979104,0.00007689689,0.0004087698,0.0005953168,0.0004566569,0.0005519525],"domain_scores_gemma":[0.99875,0.0001120763,0.0001043474,0.0003907815,0.0003018869,0.0003408557],"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":[0.0000102444,0.00002320039,0.0000261741,0.00001090195,0.000002482038,0.000006911244,0.0001889579,0.00001055127,0.9929864,0.005048919,0.0001318712,0.001553375],"study_design_scores_gemma":[0.0002561829,0.00006213187,0.003439892,0.00009709038,0.0000157183,0.0000566851,0.00003545365,0.00006074138,0.9878653,0.0001574573,0.007746175,0.0002071464],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883233,0.001608999,0.001205113,0.006132077,0.001735859,0.0002475663,0.0001407553,0.0001243135,0.0004819945],"genre_scores_gemma":[0.9954914,0.0001455867,0.003177361,0.0007590919,0.000259137,0.00003446499,0.00001252234,0.00001486742,0.0001055235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007614304,"threshold_uncertainty_score":0.9999518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239598672839884,"score_gpt":0.2757119870091063,"score_spread":0.2633160002807074,"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."}}