{"id":"W1976946608","doi":"10.1016/j.carbpol.2014.04.071","title":"Reactive coating of soybean oil-based polymer on nanofibrillated cellulose film for water vapor barrier packaging","year":2014,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of New Brunswick","funders":"National Natural Science Foundation of China; National Stroke Foundation","keywords":"Cellulose; Coating; Materials science; Water vapor; Polymer; Chemical engineering; Composite material; Polymer science; Polymer chemistry; Chemistry; Organic chemistry; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006512094,0.0004106198,0.000607499,0.0002664938,0.0003190909,0.00005410624,0.0003118915,0.0001243896,0.0002687855],"category_scores_gemma":[0.0003030745,0.0003128626,0.000218027,0.0002412958,0.0004493654,0.0001952958,0.000126712,0.0001485563,0.00006995627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001246324,"about_ca_system_score_gemma":0.0001004288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001577745,"about_ca_topic_score_gemma":0.000006098709,"domain_scores_codex":[0.9968769,0.0002483398,0.0005480906,0.0007028079,0.000531416,0.00109245],"domain_scores_gemma":[0.9979489,0.0007237298,0.0002717183,0.0005755349,0.000216009,0.0002640923],"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":[0.0002606258,0.00003900689,0.0000531482,0.0001267063,0.0000445708,0.000006586122,0.0006312227,0.0003925556,0.9970884,0.0002068871,0.00007135021,0.001078943],"study_design_scores_gemma":[0.00101599,0.0002803358,0.00001009594,0.0001248868,0.00004738811,0.000001083245,0.0002872822,0.005311185,0.9918857,0.000112759,0.0005252306,0.0003981208],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906261,0.0003706164,0.001503024,0.0003172221,0.000544113,0.0003354661,0.0001274198,0.0001444644,0.006031558],"genre_scores_gemma":[0.9969197,0.000005177652,0.0004922839,0.000216196,0.0001714814,0.00009930076,0.00005921607,0.00009072624,0.001945945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006293557,"threshold_uncertainty_score":0.9999323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599280786851212,"score_gpt":0.2640346600170507,"score_spread":0.2480418521485385,"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."}}