{"id":"W4403690077","doi":"10.1177/87560879241293392","title":"Impact of molecular architecture and draw ratio on enhancement of targeted mechanical properties of machine direction oriented polyethylene films produced after blown film extrusion","year":2024,"lang":"en","type":"article","venue":"Journal of Plastic Film & Sheeting","topic":"Polymer crystallization and properties","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dow Chemical (Canada)","funders":"HORIZON EUROPE Marie Sklodowska-Curie Actions","keywords":"Extrusion; Materials science; Composite material; Orientation (vector space); Architecture; Mechanical engineering; Nanotechnology; Engineering; Geometry; Mathematics; Art; Visual arts","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":[0.0005160509,0.0001769263,0.0003785093,0.0002298206,0.00004562391,0.00003580305,0.0001041373,0.00006457083,0.0005044105],"category_scores_gemma":[0.0006354423,0.0001094836,0.0001453955,0.0002170648,0.0001040358,0.0001388049,0.00006246982,0.0001717066,9.94794e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003651315,"about_ca_system_score_gemma":0.0001515047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004870669,"about_ca_topic_score_gemma":0.000003915183,"domain_scores_codex":[0.9981874,0.0001730912,0.0007952264,0.0001946633,0.0004778807,0.0001717624],"domain_scores_gemma":[0.9990167,0.000112576,0.0004654382,0.0001225862,0.0002101423,0.00007255026],"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":[0.001321746,0.0001163588,0.0001125293,0.0003896326,0.00007581901,0.00000913791,0.001355689,0.003895588,0.9918237,0.000019124,0.00001971433,0.0008609581],"study_design_scores_gemma":[0.0003620547,0.001306634,0.0007600606,0.001782553,0.00008015683,0.00002560579,0.00007388026,0.01041699,0.985056,0.00001605561,0.0000143257,0.0001056817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904911,0.00330533,0.005461613,0.00005852075,0.0004623399,0.0001513105,0.00003553503,0.0000139949,0.00002026607],"genre_scores_gemma":[0.9988221,0.00006076196,0.0009904226,0.00001091175,0.00004607537,0.000004718162,0.000003623057,0.00001840809,0.00004297128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008331018,"threshold_uncertainty_score":0.5522941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00717838158572183,"score_gpt":0.2300830021788888,"score_spread":0.222904620593167,"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."}}