{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001851218,0.0002430623,0.000361777,0.00007130505,0.000296435,0.00005943388,0.0002889431,0.0002095988,0.002063217],"category_scores_gemma":[0.0000294432,0.0002349015,0.0002041493,0.0002968203,0.0001832024,0.00002468927,0.00007900069,0.0003104303,0.005244684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006870654,"about_ca_system_score_gemma":0.00005242143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007123756,"about_ca_topic_score_gemma":0.0002186376,"domain_scores_codex":[0.9984179,0.0001428918,0.0003508775,0.0004798721,0.0000780924,0.0005304018],"domain_scores_gemma":[0.9990675,0.0001765368,0.00008088069,0.0005606611,0.0000577269,0.00005664716],"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":[0.00008592586,0.0002797568,0.01776172,0.00009508446,0.0006115401,0.00003735695,0.001875142,8.603976e-7,0.005827483,0.003362347,0.9614793,0.008583477],"study_design_scores_gemma":[0.001254676,0.00005443047,0.07969336,0.00008777271,0.0001385814,0.000008867012,0.001632728,0.00000281017,0.002661445,0.002282667,0.9118924,0.0002902217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6969948,0.01440816,0.0002943526,0.007991567,0.01463819,0.0002906601,0.00009402353,0.00008011013,0.2652081],"genre_scores_gemma":[0.8185813,0.0003377378,0.00009215142,0.005404154,0.0004884149,0.00001874464,0.000005975462,0.00001807258,0.1750535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1215864,"threshold_uncertainty_score":0.998849,"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."}}