{"id":"W7116858608","doi":"10.1016/j.mtsust.2025.101289","title":"Metal-oxide nanolaminate barrier coatings to enable large-scale manufacturing of sustainable flex packaging","year":2025,"lang":"en","type":"article","venue":"Materials Today Sustainability","topic":"Polymer crystallization and properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"FLEX; Sustainability; Manufacturing process; Quality (philosophy)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003024739,0.000377566,0.0007476045,0.000313097,0.0004739149,0.0003095669,0.0005840423,0.0001538414,0.002016708],"category_scores_gemma":[0.001041802,0.000335345,0.0001120478,0.0004207836,0.0002013453,0.0005918216,0.0008155651,0.00009735622,0.00003032457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004833568,"about_ca_system_score_gemma":0.0004710627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254348,"about_ca_topic_score_gemma":0.00003801977,"domain_scores_codex":[0.9962693,0.0004685862,0.0009729062,0.0007413157,0.0003817203,0.001166116],"domain_scores_gemma":[0.9978667,0.0001114107,0.0002549559,0.0008880137,0.0006965966,0.0001823569],"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":[0.0002482907,0.0001198917,0.0006368982,0.001785065,0.00001575568,0.00001505055,0.002712281,0.0001904748,0.9884381,0.00529867,0.0004004827,0.000139087],"study_design_scores_gemma":[0.0004320123,0.00005689247,0.00147488,0.00007159803,0.00003959446,0.000001736296,0.0128156,0.00001206639,0.956508,0.007650078,0.02061306,0.0003245038],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915237,0.0001487413,0.003163673,0.0008613677,0.0004283136,0.001224973,0.00009587374,0.0002283799,0.00232496],"genre_scores_gemma":[0.9749693,0.00000484566,0.0006800209,0.0004538597,0.00003773755,0.0001818346,0.00001713445,0.00003567801,0.02361963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03193007,"threshold_uncertainty_score":0.9999099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005515002502480376,"score_gpt":0.2399438301711222,"score_spread":0.2344288276686418,"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."}}