{"id":"W4379233504","doi":"10.23977/acss.2023.070407","title":"Research Status of Acoustic Digital Twin System and Its Prospect in the Field of Autonomous Driving","year":2023,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permalloy; Brillouin zone; Materials science; Shadow (psychology); Magnetic field; Brillouin scattering; Optics; Condensed matter physics; Excited state; Field (mathematics); Scattering; Intensity (physics); Shadow mask; Physics; Magnetization; Atomic 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005037595,0.00007961866,0.0002141794,0.000210545,0.00002604393,0.00004460285,0.0001419799,0.00004620932,2.568749e-7],"category_scores_gemma":[0.00006428029,0.00005877772,0.00001316759,0.0002739985,0.00004214115,0.0001199186,0.0001078628,0.0001657815,7.261301e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001976495,"about_ca_system_score_gemma":0.000006190865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002232243,"about_ca_topic_score_gemma":0.000009853095,"domain_scores_codex":[0.9991774,0.00005174806,0.0002602296,0.0001346632,0.0001386318,0.0002373207],"domain_scores_gemma":[0.9986355,0.001163368,0.00003877116,0.0001204651,0.00002643541,0.00001550978],"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":[0.00001663919,0.00004485238,0.0484187,0.00867349,0.00005833821,0.000122397,0.004994862,0.777461,0.001267971,0.005449718,0.0002963833,0.1531956],"study_design_scores_gemma":[0.0003391298,0.0002844974,0.02268173,0.002631165,0.000003782146,0.00001935464,0.00419583,0.9630119,0.005353635,0.0006502195,0.0006175319,0.0002111871],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869071,0.004564747,0.007645452,0.00001275728,0.00015479,0.0002504018,0.000009483236,0.0001321765,0.0003230906],"genre_scores_gemma":[0.9993981,0.0004581652,0.00007450443,8.971249e-7,0.00003020481,0.0000246229,9.336986e-7,0.00000728306,0.000005262962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1855509,"threshold_uncertainty_score":0.2396886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0242752371332565,"score_gpt":0.2976395347759357,"score_spread":0.2733642976426792,"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."}}