{"id":"W4385226721","doi":"10.1007/s10570-023-05367-6","title":"Permeation properties of a plasma-processed organosilicon–carboxymethylcellulose bilayer on fibrillated cellulosic films for sustainable packaging applications","year":2023,"lang":"en","type":"article","venue":"Cellulose","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Plasmionique (Canada); FPInnovations; Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Organosilicon; Contact angle; Polymer; Composite material; Chemical engineering; Coating; Cellulose; Permeation; Bilayer; Polymer chemistry; Membrane; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006384345,0.000404558,0.0005130144,0.0005877783,0.0004078326,0.0002034796,0.0005186424,0.0001855891,0.0001621283],"category_scores_gemma":[0.0001757272,0.00037136,0.000183666,0.001614097,0.0001871411,0.0004673109,0.0001832846,0.0001548167,0.0005693643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200422,"about_ca_system_score_gemma":0.000206187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006314052,"about_ca_topic_score_gemma":0.000002986458,"domain_scores_codex":[0.9970319,0.00009822111,0.0006935063,0.0008017257,0.0004723869,0.0009023034],"domain_scores_gemma":[0.9978987,0.00026391,0.0003780428,0.0007354406,0.0005558123,0.0001681111],"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":[0.0001829776,0.0001285127,0.0001265561,0.001166933,0.00002715669,0.000007672748,0.001257997,0.0009455727,0.9937558,0.001325868,0.0008146915,0.0002602441],"study_design_scores_gemma":[0.0009419912,0.0002277465,0.00005267443,0.0001585179,0.00007038128,0.000003799996,0.001370781,0.00761244,0.9857041,0.0004539655,0.002973018,0.0004305336],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940897,0.0002401407,0.0006767384,0.0002035353,0.0001867498,0.002533404,0.00005045183,0.0006400749,0.001379247],"genre_scores_gemma":[0.9924794,0.00001726804,0.0006242498,0.00005513184,0.0001267737,0.000777662,0.0001676144,0.0001206386,0.005631287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008051667,"threshold_uncertainty_score":0.9998738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02051379947542682,"score_gpt":0.2425619725188251,"score_spread":0.2220481730433982,"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."}}