{"id":"W4417326084","doi":"10.1002/pen.70309","title":"Polyolefin Elastomer Toughened Polylactic Acid Composites With Low Extrusion Expansion for Quick Fused Deposition Modeling Additive Manufacturing","year":2025,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"Natural Science Foundation of Shandong Province; National Natural Science Foundation of China; Canada Research Chairs","keywords":"Polylactic acid; Melt flow index; Bamboo; Composite number; Fused deposition modeling; Extrusion; Ultimate tensile strength; Izod impact strength test; Polyolefin","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":[0.0001517816,0.0002833109,0.0002266071,0.0004898746,0.0003540041,0.000136322,0.0002418258,0.00009000718,0.000003366701],"category_scores_gemma":[0.00004161341,0.0002548453,0.00004213069,0.0003201864,0.0001380112,0.0003318143,0.0001082799,0.0002186825,0.000001903058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009405048,"about_ca_system_score_gemma":0.00003126412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002579595,"about_ca_topic_score_gemma":0.000002705314,"domain_scores_codex":[0.9986631,0.000006924153,0.0002047971,0.0004161443,0.0002023202,0.0005067165],"domain_scores_gemma":[0.9994723,0.0001134248,0.00003233689,0.0002524681,0.00004280943,0.00008662059],"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":[0.00007621708,0.00002854302,0.00005066695,0.0002939918,0.0000597195,0.000005391714,0.0003450826,0.1496694,0.7651554,0.0006759368,0.00002342462,0.08361625],"study_design_scores_gemma":[0.000225122,0.00003421561,0.0003687931,0.0002461325,0.00001678888,0.000007002842,0.00007422759,0.3867755,0.6120059,0.00003288892,0.00001649527,0.0001969357],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6809531,0.0006242293,0.317164,0.00006248834,0.0001878866,0.0001506368,0.00001088464,0.000732408,0.0001143122],"genre_scores_gemma":[0.991514,0.00005566508,0.00822213,0.0000281585,0.00003570418,0.00006493668,0.000007527218,0.00003127075,0.00004056804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3105609,"threshold_uncertainty_score":0.9999904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005691264228095443,"score_gpt":0.2033701038802232,"score_spread":0.1976788396521277,"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."}}