{"id":"W3194099314","doi":"10.1007/s11665-021-06061-z","title":"Multiphysics Modeling and Experimental Investigation of the Deposition Process in Fused Filament Fabrication Method, under High-Viscosity and Non-Newtonian Material Flow","year":2021,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Multiphysics; Materials science; Fabrication; Viscosity; Deposition (geology); Protein filament; Flow (mathematics); Newtonian fluid; Process (computing); Composite material; Mechanics; Mechanical engineering; Thermodynamics; Finite element method; Computer science; Engineering; Physics","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":[0.0001472957,0.00008292035,0.0001493656,0.00004452007,0.00004022154,0.00005002349,0.00002911235,0.00004115091,0.000001857255],"category_scores_gemma":[0.000004865292,0.00006533851,0.00000964981,0.00005904476,0.00001158933,0.0002252055,0.00001632572,0.0000647779,3.422272e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002404881,"about_ca_system_score_gemma":0.00001303307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001188725,"about_ca_topic_score_gemma":6.685938e-7,"domain_scores_codex":[0.9995265,0.00001765279,0.0002432718,0.00006100935,0.0000819055,0.00006963724],"domain_scores_gemma":[0.9998096,0.000008162096,0.00006340051,0.00004105231,0.00005506739,0.00002276182],"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":[0.00001873402,0.000002984844,0.0001788252,0.0003330034,0.000006437789,1.865913e-7,0.0006364553,0.4864558,0.5122099,0.00000196973,3.14605e-7,0.0001554443],"study_design_scores_gemma":[0.0001784581,0.00002331918,0.004390481,0.0002260592,0.000006843271,0.0000199791,0.00006498527,0.4179339,0.5771005,0.000009919864,4.243518e-7,0.0000450586],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865059,0.0002311162,0.01283467,0.00001726364,0.0003489598,0.00004863585,0.000004206947,0.000008232634,9.660846e-7],"genre_scores_gemma":[0.9932708,0.0001998409,0.006425945,0.000006644875,0.00007888603,0.000004333133,0.00000230802,0.00001024409,0.000001044071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06852183,"threshold_uncertainty_score":0.2664427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01008679979687279,"score_gpt":0.2124483041685232,"score_spread":0.2023615043716504,"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."}}