{"id":"W2393981785","doi":"","title":"Residual Characteristics and Meso-Mechanism of Contact Force in Granular Materials Under Partial Loading and Unloading","year":2015,"lang":"en","type":"article","venue":"Journal of Tongji University","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Granule (geology); Contact force; Residual; Mechanics; Materials science; Granular material; Contact area; Normal force; Structural engineering; Composite material; Physics; Engineering; Mathematics; Classical mechanics","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":[0.0003424126,0.00009223185,0.0002918108,0.000137094,0.00001809484,0.00001324253,0.00008336733,0.00008979415,0.000008199681],"category_scores_gemma":[0.00004705137,0.00009262449,0.00002634346,0.00008416417,0.00001809175,0.0001904906,0.00005627383,0.0001610419,4.033145e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006403092,"about_ca_system_score_gemma":0.00001536447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001995849,"about_ca_topic_score_gemma":0.000003509746,"domain_scores_codex":[0.9994103,0.00002333996,0.0002420718,0.0000679494,0.0001168885,0.0001394779],"domain_scores_gemma":[0.9996287,0.0000429918,0.00008692277,0.00005598394,0.00004889675,0.0001365232],"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":[0.0004996812,0.00007375994,0.001121367,0.0004243745,0.0001556715,0.0005762514,0.0009029743,0.02303279,0.9431584,0.02802341,0.00009465591,0.00193668],"study_design_scores_gemma":[0.02078759,0.002963741,0.03866341,0.002366434,0.0009001945,0.001247455,0.006476936,0.0732096,0.8217102,0.0228686,0.006248309,0.00255755],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721919,0.00008288273,0.02736888,0.0000630001,0.0001713826,0.00004375693,0.000009781274,0.00001700911,0.00005141973],"genre_scores_gemma":[0.9993063,0.00008613001,0.0005388985,0.000006389319,0.00003994788,4.216954e-8,7.273536e-7,0.000007595825,0.00001399822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1214482,"threshold_uncertainty_score":0.3777117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194922311566257,"score_gpt":0.1830481727732684,"score_spread":0.1710989496576058,"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."}}