{"id":"W4406969581","doi":"10.7451/cbe.2023.65.2.1","title":"Numerical terramechanics simulation and validation of soil volume in wheel loader bucket","year":2023,"lang":"en","type":"article","venue":"Canadian Biosystems Engineering","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loader; Volume (thermodynamics); Computer science; Geotechnical engineering; Geology; Engineering; Mechanical engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006787356,0.0002747371,0.0002888726,0.0005445516,0.0003623197,0.0007536145,0.0008582911,0.0006828484,0.001451332],"category_scores_gemma":[0.002230091,0.0002133799,0.000348521,0.0005990606,0.0004130908,0.0005147564,0.0005116243,0.0003544075,0.0001830329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008896356,"about_ca_system_score_gemma":0.0009886299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02232454,"about_ca_topic_score_gemma":0.01408152,"domain_scores_codex":[0.9997172,0.00007030333,0.00002232441,0.00004717332,0.00009407957,0.00004896345],"domain_scores_gemma":[0.999102,0.0004372633,0.00009975585,0.000127555,0.0001974474,0.00003593368],"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":[0.00006688297,0.00005977458,0.008152545,0.00003329461,0.000008473054,0.00004795662,0.00005974984,0.9772691,0.003883401,0.0008822172,0.0001182119,0.009418407],"study_design_scores_gemma":[0.000006931038,0.00002751383,0.001204506,0.000003566088,0.000002096621,0.000006895041,0.00003220217,0.9965028,0.001883037,0.0001400654,0.0001850922,0.000005401575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9078082,0.00007505679,0.08517064,0.0001046435,0.00002726288,0.00008605968,0.0004645918,0.0004903271,0.005773214],"genre_scores_gemma":[0.9850082,0.00003780748,0.01410807,0.000008205211,0.000001654101,0.00004750254,0.0001638574,0.00002180875,0.0006028717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02232454,"threshold_uncertainty_score":0.04438919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039582369149278,"score_gpt":0.1968024481218656,"score_spread":0.1864066244303729,"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."}}