{"id":"W4403422938","doi":"10.1103/physrevfluids.9.103301","title":"Micro-macro modeling of polymeric fluids and shear-induced microscopic behaviors with bond-breaking","year":2024,"lang":"en","type":"article","venue":"Physical Review Fluids","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Macro; Shear (geology); Materials science; Bond; Polymer science; Composite material; Computer science; Economics","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":[0.0001184723,0.000599539,0.0004338943,0.0003382499,0.000438032,0.0005586431,0.0008017211,0.001105858,0.001776827],"category_scores_gemma":[0.0003531769,0.0003043225,0.0005829041,0.0002482748,0.0008088941,0.0008864449,0.0005339269,0.0005463543,0.0003306012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004369537,"about_ca_system_score_gemma":0.0005423739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002611279,"about_ca_topic_score_gemma":0.002123974,"domain_scores_codex":[0.9999286,0.00001441648,0.000004066971,0.00001418013,0.00002435159,0.00001439696],"domain_scores_gemma":[0.999873,0.00003182191,0.00002915457,0.00002248522,0.00001932778,0.00002414492],"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":[0.00002269252,0.00008440996,0.0008396321,0.00006901118,0.0000268994,0.0001951947,0.00005829375,0.9213808,0.02926563,0.04391535,0.0003191691,0.003822933],"study_design_scores_gemma":[0.000005993347,0.00002022371,0.0003967056,0.000004970958,0.000004358968,0.00003249091,0.00001125095,0.9919482,0.001210109,0.005490738,0.0008675907,0.000007337182],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4051383,0.001953441,0.5476165,0.0009518516,0.000243709,0.0001647117,0.0005915106,0.0004321289,0.04290777],"genre_scores_gemma":[0.938415,0.001099707,0.05037329,0.0001512114,0.0000790064,0.0002655817,0.0001566686,0.000107651,0.009351871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002611279,"threshold_uncertainty_score":0.005944014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244890630542237,"score_gpt":0.2849089472290257,"score_spread":0.2724600409236033,"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."}}