{"id":"W4409039324","doi":"10.5334/joc.440","title":"Simon Fraser University Speech Error Database – English (SFUSED English): Methods and Design","year":2025,"lang":"en","type":"article","venue":"Journal of Cognition","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Database; Linguistics; Natural language processing; Speech recognition; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.001549487,0.0000894701,0.000198113,0.0003518435,0.00008920149,0.000026376,0.0001599802,0.0001466707,0.0004915504],"category_scores_gemma":[0.000685137,0.00008778972,0.00005540685,0.000279673,0.000101538,0.0001638361,0.00005789733,0.000498322,0.000008856735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003052613,"about_ca_system_score_gemma":0.0001007529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001698958,"about_ca_topic_score_gemma":0.000017796,"domain_scores_codex":[0.9984459,0.0008840223,0.0002170266,0.0001479757,0.0001258448,0.0001792746],"domain_scores_gemma":[0.9981276,0.0007662619,0.0001498941,0.0001460714,0.0007137385,0.00009645282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0229613,0.003590054,0.01744518,0.000346315,0.003767004,0.003576663,0.0293679,0.00006124272,0.08824431,0.005230308,0.3904631,0.4349467],"study_design_scores_gemma":[0.04981688,0.00534344,0.1740374,0.001219947,0.002986626,0.0001135847,0.05793651,0.001507848,0.250248,0.05932191,0.3957618,0.001706091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8676188,0.0009246407,0.1046229,0.0004798929,0.002458705,0.0003108072,0.00006187348,0.00003268177,0.02348971],"genre_scores_gemma":[0.9766602,0.0003006733,0.02153351,0.0002444987,0.0003053266,0.00000117654,0.0000154417,0.00001102217,0.0009281426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4332406,"threshold_uncertainty_score":0.5382132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06226511342195126,"score_gpt":0.3957748362151308,"score_spread":0.3335097227931796,"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."}}