{"id":"W2351173911","doi":"","title":"The Application of com and stl Technology in Intelligent Earthwork Balance System","year":2006,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Simulation and Modeling Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Earthworks; Computer science; Realization (probability); Balance (ability)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008069246,0.00008753624,0.0001064718,0.0001094338,0.00009708203,0.00001986956,0.0001727872,0.0000659901,3.787847e-7],"category_scores_gemma":[2.102971e-7,0.00008080338,0.00001944444,0.0004268987,0.00006547659,0.00002138544,0.00003263864,0.0000931947,0.00001664822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000435893,"about_ca_system_score_gemma":0.000007200124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002940754,"about_ca_topic_score_gemma":0.00003210961,"domain_scores_codex":[0.9993486,0.000007579853,0.0003105052,0.0001551543,0.00005182916,0.0001262789],"domain_scores_gemma":[0.9995328,0.0000664481,0.00004711113,0.0002841608,0.0000504131,0.00001912806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003407257,0.00008347072,0.008464196,0.0001221519,0.00002077568,1.479295e-7,0.000106142,0.2143626,0.02152142,0.392218,0.0006348108,0.3624629],"study_design_scores_gemma":[0.0002215551,0.000004939876,0.005153222,0.00002564622,0.00000827209,0.000008099923,0.00007959025,0.7354112,0.005739645,0.005245479,0.2479536,0.0001487356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02873009,0.0009357544,0.9686692,0.0003206875,0.000009144167,0.0006848933,0.000007539184,0.0002581158,0.0003846195],"genre_scores_gemma":[0.9805492,0.00004707484,0.01851784,0.000009835556,0.00003660269,0.0007858644,0.00001852697,0.00001416632,0.00002092841],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9518191,"threshold_uncertainty_score":0.3295066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003527662185542236,"score_gpt":0.2018465037620757,"score_spread":0.1983188415765335,"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."}}