{"id":"W4416084353","doi":"10.1103/tpzc-lkjy","title":"Granular flow down an inclined plane with highly nonconvex particles: Macroscopic behavior, microstructure, and nonlocal rheology","year":2025,"lang":"en","type":"article","venue":"Physical review. E","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Agence Nationale de la Recherche","keywords":"Inclined plane; Flow (mathematics); Atomic packing factor; Granular material; Plane (geometry); Range (aeronautics); Rheology; Inertial frame of reference; Asymmetry","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":[0.00009144732,0.0002805492,0.0005779362,0.0000451809,0.00008578444,0.00003312489,0.000178514,0.00007677241,0.00002167501],"category_scores_gemma":[0.00001603127,0.00021711,0.00007339423,0.0002550404,0.0001665967,0.0001106208,0.00005131231,0.0002717555,0.00003045031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002382202,"about_ca_system_score_gemma":0.00002592176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001796649,"about_ca_topic_score_gemma":0.00002832623,"domain_scores_codex":[0.9988539,0.0000603863,0.0002734702,0.0003233379,0.0001350852,0.0003538106],"domain_scores_gemma":[0.9993482,0.00005098865,0.00002563951,0.0003788855,0.00003975083,0.0001565507],"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":[0.0002374173,0.0007304174,0.03063903,0.00658383,0.0002442486,0.0002583628,0.0005045744,0.0001979452,0.7239194,0.01127457,0.003059025,0.2223512],"study_design_scores_gemma":[0.01433388,0.00234895,0.0696594,0.00599714,0.004037981,0.0002739174,0.00007661447,0.3334635,0.486733,0.008644694,0.07035983,0.004071182],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808699,0.01046068,0.007460963,0.0001612929,0.0001885576,0.0004881881,0.00004035866,0.0001986094,0.0001314217],"genre_scores_gemma":[0.9950058,0.002377589,0.0016909,0.0005886279,0.00009998887,0.00009385566,0.0000925791,0.00003259939,0.00001800823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3332655,"threshold_uncertainty_score":0.8853487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005496767544578017,"score_gpt":0.2639804793240149,"score_spread":0.2584837117794369,"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."}}