{"id":"W4414914039","doi":"10.6000/1929-5995.2025.14.16","title":"Processability Assessment of HDPE/UHMWPE Blends for Fused Deposition Modeling Applications","year":2025,"lang":"en","type":"article","venue":"Journal of Research Updates in Polymer Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Extrusion; Ternary operation; Fused deposition modeling; Polyethylene; Polymer; Compatibilization; Compatibility (geochemistry); Polyethylene glycol; Polymer blend","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002521677,0.00006325281,0.0001446883,0.0008506834,0.0001360038,0.00005090887,0.0006854128,0.00004289088,0.000003179557],"category_scores_gemma":[0.0002965726,0.0000546387,0.00003919216,0.001163192,0.0004188006,0.0002614655,0.0001334125,0.0003707799,2.113768e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001755643,"about_ca_system_score_gemma":0.0003509927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008611052,"about_ca_topic_score_gemma":0.000004792495,"domain_scores_codex":[0.9987729,0.00002715422,0.0003541698,0.0001389103,0.0004327142,0.0002741358],"domain_scores_gemma":[0.9989701,0.0002474354,0.00006159149,0.0002138771,0.0004706425,0.0000363892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009628071,0.0004771316,0.0126743,0.001978457,0.0001104195,0.000005494249,0.0005100673,0.06044331,0.2020426,0.05071933,0.0005186977,0.6704239],"study_design_scores_gemma":[0.0001642963,0.00005497496,0.0009832886,0.0001660547,0.00000405355,0.000002158499,0.0002993209,0.2612089,0.7235615,0.01345238,0.00005183501,0.0000513182],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5830051,0.001284524,0.4132337,0.0005851301,0.0001075249,0.0002755894,0.000008614523,0.00006139553,0.00143841],"genre_scores_gemma":[0.9887506,0.00009437072,0.01106445,0.000003698977,0.00001778393,0.00004949888,6.442568e-7,0.000004418208,0.00001451267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6703726,"threshold_uncertainty_score":0.2228102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03629039633763325,"score_gpt":0.4030860189744945,"score_spread":0.3667956226368612,"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."}}