{"id":"W2911614465","doi":"10.1016/j.polymer.2019.02.024","title":"Modeling the effect of nanoplatelets orientation on gas permeability of polymer nanocomposites","year":2019,"lang":"en","type":"article","venue":"Polymer","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Organoclay; Nanocomposite; Materials science; Composite material; Volume fraction; Polymer; Polymer nanocomposite; Fourier transform infrared spectroscopy; Permeability (electromagnetism); Polyamide; Oxygen permeability; Extrusion; Chemical engineering; Oxygen; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0004258894,0.0001931168,0.0003557258,0.00006732777,0.0001000424,0.00002803713,0.0003362862,0.00006963621,0.0005920973],"category_scores_gemma":[0.00001767609,0.0001108877,0.0001433782,0.0001482163,0.0001370751,0.000152365,0.00008520376,0.00008391551,0.0001486164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001947802,"about_ca_system_score_gemma":0.00002463408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000674577,"about_ca_topic_score_gemma":0.000002782896,"domain_scores_codex":[0.9984166,0.0002460666,0.0004035085,0.0002949582,0.0003622899,0.00027655],"domain_scores_gemma":[0.9989956,0.0002449265,0.0001602842,0.0005066419,0.00004484362,0.0000477135],"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":[0.0004775895,0.00004176414,0.005833484,0.00008969926,0.00001692549,3.494312e-7,0.0005352909,0.0004533177,0.9905366,0.0002609092,0.000006512301,0.001747606],"study_design_scores_gemma":[0.0004883166,0.0006564643,0.0002771172,0.00007588258,0.00003587931,0.000005118182,0.00003471537,0.003270984,0.9949934,0.00001900329,0.00001411876,0.0001289431],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952519,0.002688119,0.0000234318,0.0001270607,0.000421382,0.0003759391,0.00002362372,0.00003158161,0.001056967],"genre_scores_gemma":[0.9994727,0.00001026117,0.00001645405,0.00007130187,0.00003826313,0.00001601017,0.000006304769,0.00002045319,0.0003481948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005556366,"threshold_uncertainty_score":0.6483051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008393981729309944,"score_gpt":0.2330901169678049,"score_spread":0.224696135238495,"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."}}