{"id":"W4408441842","doi":"10.1109/mm.2025.3544666","title":"Derek Chiou","year":2025,"lang":"nl","type":"article","venue":"IEEE Micro","topic":"Sound Studies and Aurality","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002273394,0.0006894309,0.0005409244,0.002033165,0.002334898,0.003947564,0.001078502,0.00238875,0.02799229],"category_scores_gemma":[0.01701186,0.0003192362,0.0002992632,0.001085734,0.002328461,0.003296003,0.002327653,0.00554726,0.01955032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001869344,"about_ca_system_score_gemma":0.002350441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003893706,"about_ca_topic_score_gemma":0.007022152,"domain_scores_codex":[0.9979169,0.000335272,0.00005295889,0.0002859888,0.001216756,0.0001922053],"domain_scores_gemma":[0.9918927,0.002381469,0.0002785654,0.0003078032,0.003519227,0.001620221],"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":[0.00002460142,0.00001169311,0.0004778545,0.00006497981,0.000004065342,0.0001559372,0.0004363756,0.00003832778,0.0003738342,0.009778457,0.9463377,0.0422962],"study_design_scores_gemma":[0.000001218172,0.000006029908,0.0001954964,0.0000513678,0.000001587964,0.0005263316,0.0002583133,0.00004827298,0.0002326589,0.001670739,0.9969987,0.000009418875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004127208,0.1239549,0.01609313,0.5115547,0.1846341,0.00005249778,0.0003955291,0.001107827,0.1580803],"genre_scores_gemma":[0.05372375,0.05280601,0.007873712,0.1576384,0.05929951,0.0001123933,0.0003010196,0.001175146,0.6670701],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9720077,"threshold_uncertainty_score":0.09364349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02364717926680608,"score_gpt":0.3434692031154604,"score_spread":0.3198220238486543,"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."}}