{"id":"W4388185414","doi":"10.1007/s00170-023-12508-5","title":"Anisotropic modeling of material behavior for additively manufactured parts made by material extrusion","year":2023,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fleming College; Ontario Tech University","funders":"","keywords":"Materials science; Extrusion; Ultimate tensile strength; Composite material; Anisotropy; Isotropy; Tensile testing; Material properties; Torsion (gastropod); Digital image correlation","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":[0.0002166506,0.0002589178,0.0003732014,0.0005435653,0.0000938521,0.00004341069,0.001226276,0.0002209943,0.00006980876],"category_scores_gemma":[0.0001170903,0.0002032904,0.0001459222,0.00009731475,0.0001465795,0.0001807798,0.0002953264,0.0003370238,0.000005980626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166544,"about_ca_system_score_gemma":0.00001828952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006644156,"about_ca_topic_score_gemma":0.000001930406,"domain_scores_codex":[0.9984567,0.00001664726,0.0006511988,0.000198872,0.0003214739,0.0003550822],"domain_scores_gemma":[0.9990783,0.00009733363,0.0003572651,0.0002724001,0.000160293,0.00003436353],"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":[0.0006589363,0.00008310087,0.00003787253,0.0001036233,0.0004885556,0.00008986946,0.0001527082,0.1660827,0.6332536,0.0007678055,0.004561191,0.1937201],"study_design_scores_gemma":[0.0006418946,0.0001405963,0.0003274774,0.00009927534,0.00003588747,0.00008477763,0.00025269,0.002277104,0.9784681,0.01397112,0.003511301,0.000189799],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853038,0.000047912,0.01026257,0.0006422683,0.002347774,0.0002602237,0.0004153237,0.0006909285,0.00002922547],"genre_scores_gemma":[0.9943534,0.0003274953,0.004846324,0.00001593197,0.0002250551,0.00006366088,0.0000655374,0.00005497938,0.00004767246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3452145,"threshold_uncertainty_score":0.828994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353594759221418,"score_gpt":0.2491071512330665,"score_spread":0.2355712036408524,"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."}}