{"id":"W3199502240","doi":"10.3390/polym13183181","title":"Design and Ductile Behavior of Torsion Configurations in Material Extrusion to Enhance Plasticizing and Melting","year":2021,"lang":"en","type":"article","venue":"Polymers","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Torsion (gastropod); Materials science; Extrusion; Polymer; Plasticizer; Composite material; Fabrication; Mechanics; Mechanical engineering","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":[0.00004582418,0.00005522543,0.0001062589,0.00003474018,0.00004203526,0.000004978414,0.0000181784,0.00003933975,0.00004771096],"category_scores_gemma":[0.000081339,0.00005803687,0.000006815432,0.00005950074,0.00003120698,0.00003650663,0.00005053966,0.00004176315,6.136239e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009422238,"about_ca_system_score_gemma":0.000007358207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003627816,"about_ca_topic_score_gemma":0.000009792439,"domain_scores_codex":[0.9996124,0.00001599761,0.0001216381,0.0001187486,0.00003553759,0.00009566959],"domain_scores_gemma":[0.9998112,0.00008568649,0.0000185213,0.00004341262,0.00001396875,0.00002717415],"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":[0.00002061137,0.00001076877,0.0006928402,0.00001346311,0.000004332766,0.000005017529,0.000659438,0.0002163167,0.9966498,0.0005709623,0.000002543641,0.001153882],"study_design_scores_gemma":[0.0001137936,0.00001931095,0.002443814,0.00004861216,0.00001349937,0.000007249127,0.0003095082,0.02137423,0.9755866,0.000008076727,0.000003188701,0.00007211862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961782,0.0003158448,0.03754782,0.0000565573,0.0001221363,0.00005659928,0.000003877688,0.00001080926,0.0001043917],"genre_scores_gemma":[0.9945731,0.00004348294,0.005193919,0.00001167647,0.00001520479,0.00001252202,0.000002963611,0.000005493305,0.0001416049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03279117,"threshold_uncertainty_score":0.2366675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009551732094896667,"score_gpt":0.2513924276920043,"score_spread":0.2418406955971076,"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."}}