{"id":"W4352993833","doi":"10.2139/ssrn.4394995","title":"Thermodynamically Consistent Micro-Macro Models of Polymeric Fluids Under Simple Shear Flow","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Macro; Simple shear; Simple (philosophy); Shear (geology); Shear flow; Flow (mathematics); Materials science; Thermodynamics; Mechanics; Statistical physics; Computer science; Physics; Composite material","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":[0.0003429974,0.0007766648,0.001038823,0.0009627559,0.0009180969,0.001489043,0.001497444,0.001852194,0.002710161],"category_scores_gemma":[0.0009768608,0.0005768808,0.0008416253,0.0005537978,0.001603899,0.001874543,0.0009855072,0.0009336469,0.0007031146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008267104,"about_ca_system_score_gemma":0.0009224654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002033394,"about_ca_topic_score_gemma":0.002027656,"domain_scores_codex":[0.9998164,0.00004801413,0.00001105107,0.00002605111,0.0000618316,0.00003665114],"domain_scores_gemma":[0.9997519,0.00005492149,0.00004820028,0.00004592167,0.00004958365,0.00004951065],"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":[0.0001099316,0.000196582,0.0007420911,0.0001246561,0.00003626351,0.0002925534,0.000131339,0.7107952,0.01612624,0.2673515,0.001247674,0.002846071],"study_design_scores_gemma":[0.0000274603,0.0000341061,0.0003808108,0.0000076565,0.00000755716,0.00003076972,0.0000274308,0.9668933,0.0007007758,0.03131585,0.0005558273,0.00001844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7281738,0.00225376,0.1873065,0.002379962,0.0006101137,0.0002947019,0.001396139,0.0004782094,0.07710672],"genre_scores_gemma":[0.9732058,0.0007671832,0.01275398,0.0003383233,0.0002289732,0.0002791728,0.0003777249,0.0001551788,0.01189348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002710161,"threshold_uncertainty_score":0.009066403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009411882238779694,"score_gpt":0.2256763814328618,"score_spread":0.2162644991940821,"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."}}