{"id":"W7116074178","doi":"10.82417/082s-dk42","title":"Generating realistic engine sounds for simulated construction equipment","year":2025,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Universities Space Research Association","keywords":"Loader; Power (physics); Key (lock); Hydraulic machinery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003801284,0.0006816646,0.000735521,0.0008013842,0.0001718213,0.0001524014,0.0002778615,0.0006220131,0.001960451],"category_scores_gemma":[0.000597067,0.0007284663,0.000202034,0.0005080567,0.0001248613,0.00005260039,0.0001185143,0.0003440077,0.0009689384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005529039,"about_ca_system_score_gemma":0.0003521779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003821706,"about_ca_topic_score_gemma":0.0006653548,"domain_scores_codex":[0.9974533,0.0001259781,0.00045082,0.0008631072,0.0004320606,0.0006747392],"domain_scores_gemma":[0.9981177,0.000233087,0.000554005,0.0007616089,0.0001812297,0.0001524097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001127,0.00007058808,0.00003539622,0.0004784081,0.000596296,0.00001601763,0.0001433401,0.0296089,0.002957033,0.005631922,0.9568141,0.003535267],"study_design_scores_gemma":[0.001864837,0.00008092669,0.000005409294,0.0008302831,0.0004202044,0.00001103477,0.00009399963,0.05447671,0.0004488394,0.0002523775,0.9406656,0.0008497697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005357342,0.003471351,0.09265854,0.0008871223,0.007809557,0.0067195,0.007223746,0.005550731,0.8751437],"genre_scores_gemma":[0.00225489,0.00003723582,0.02814732,0.0001170706,0.001502273,0.0001292105,0.001811873,0.001704718,0.9642954],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0891517,"threshold_uncertainty_score":0.9998089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461380606920556,"score_gpt":0.2802444045614694,"score_spread":0.2656305984922639,"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."}}