{"id":"W3135445802","doi":"10.3389/frobt.2022.854444","title":"ODAS: Open embeddeD Audition System","year":2022,"lang":"en","type":"article","venue":"Frontiers in Robotics and AI","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Computer science; Robot; Open source; Human–computer interaction; Computation; Key (lock); Artificial intelligence; Embedded system; Operating system; Software; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000257931,0.00007184593,0.0001386767,0.00009465858,0.0002806195,0.0003138614,0.0006470566,0.00002015233,0.000005622896],"category_scores_gemma":[0.000007350605,0.00007404911,0.00001658465,0.0002947593,0.00001738003,0.0003605593,0.0006722849,0.0001426302,0.000001566821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008838224,"about_ca_system_score_gemma":0.00005503853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007767248,"about_ca_topic_score_gemma":0.000001051954,"domain_scores_codex":[0.9992428,0.00004867282,0.0001368867,0.0002450054,0.0001500078,0.0001766549],"domain_scores_gemma":[0.999679,0.000008199288,0.00006069665,0.0001868181,0.00001690915,0.00004843669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006900401,0.0004217647,0.02720035,0.0004124788,0.00009394284,0.0005226282,0.00492353,0.2068179,0.0007272449,0.09430508,0.3212426,0.3432634],"study_design_scores_gemma":[0.001995991,0.0002506251,0.002428959,0.0001806771,0.00001716944,0.0001254342,0.004573799,0.9469829,0.002016137,0.02955475,0.01118659,0.0006869712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001288119,0.0005238129,0.9925139,0.001994215,0.001368033,0.0001527515,0.000003074282,0.00005553734,0.002100582],"genre_scores_gemma":[0.591768,0.00001554582,0.4068245,0.0009178043,0.00004807149,0.00003058706,0.00000598543,0.000008539831,0.0003809065],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.740165,"threshold_uncertainty_score":0.3026573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105456468833848,"score_gpt":0.2369479030030849,"score_spread":0.2264022561197001,"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."}}