{"id":"W3195274539","doi":"10.1016/j.euromechflu.2021.08.004","title":"A computational investigation of the effective viscosity of short-fiber reinforced thermoplastics by an FFT-based method","year":2021,"lang":"en","type":"article","venue":"European Journal of Mechanics - B/Fluids","topic":"Composite Material Mechanics","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Deutsche Forschungsgemeinschaft","keywords":"Fast Fourier transform; Viscosity; Materials science; Fiber; Composite material; Computer science; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002872424,0.0004486572,0.0005131346,0.0004330666,0.0005128234,0.0005385056,0.0009438468,0.0009997978,0.00407434],"category_scores_gemma":[0.001617115,0.0002666311,0.0004951695,0.000450661,0.0006688767,0.0007586389,0.0003897476,0.0006104771,0.0002384815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004100034,"about_ca_system_score_gemma":0.0008593086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007653414,"about_ca_topic_score_gemma":0.005644908,"domain_scores_codex":[0.9999058,0.00002274969,0.000004787925,0.00001092725,0.00004043256,0.00001532073],"domain_scores_gemma":[0.9994205,0.0003486451,0.00004966531,0.00003617052,0.0001118127,0.00003318965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001547832,0.0001658037,0.001598501,0.0001990335,0.0000378409,0.0003781877,0.0001188786,0.9455063,0.01493324,0.0197954,0.0007849088,0.01632704],"study_design_scores_gemma":[0.000007650552,0.000008973912,0.0001607377,0.000004422284,0.000002184118,0.00001064239,0.000006617062,0.9989576,0.0004015769,0.0002675139,0.0001699036,0.000002080873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6784449,0.001018778,0.2761766,0.0006902926,0.0002371635,0.0001652954,0.000523179,0.0005875654,0.0421563],"genre_scores_gemma":[0.9250969,0.000261885,0.06899437,0.00006248876,0.00004732765,0.00007797483,0.0001591151,0.0001478238,0.005152188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007653414,"threshold_uncertainty_score":0.01521772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094242680537075,"score_gpt":0.2252457734317053,"score_spread":0.2143033466263346,"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."}}