{"id":"W4414039198","doi":"10.31234/osf.io/39fqa_v3","title":"A review of computational models of word recognition and pronunciation","year":2025,"lang":"en","type":"article","venue":"","topic":"Speech Recognition and Synthesis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Pronunciation; Computer science; Word (group theory); Natural language processing; Speech recognition; Artificial intelligence; Linguistics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009273479,0.001434681,0.001371817,0.001923977,0.0004926184,0.002348942,0.002602342,0.001537925,0.005618683],"category_scores_gemma":[0.004781245,0.0008550851,0.001030201,0.002779073,0.00129473,0.005663991,0.0008483176,0.001829771,0.004519636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001351467,"about_ca_system_score_gemma":0.00203283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00360141,"about_ca_topic_score_gemma":0.002703147,"domain_scores_codex":[0.9994863,0.0001199992,0.0000651291,0.0001378798,0.0001584048,0.00003221792],"domain_scores_gemma":[0.998114,0.001398443,0.000102456,0.000116077,0.0002342196,0.00003488675],"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":[0.000137603,0.00007912363,0.001662786,0.007516985,0.0002269864,0.0002849615,0.0003466019,0.02654774,0.001858021,0.2127744,0.0518223,0.6967425],"study_design_scores_gemma":[0.0000232047,0.0001011862,0.00218046,0.003185418,0.0002498335,0.001259414,0.0001617292,0.03833929,0.001503065,0.4268818,0.5259759,0.0001387383],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004991871,0.7453823,0.2058812,0.008976196,0.00160017,0.00006609692,0.001147344,0.001043609,0.03091121],"genre_scores_gemma":[0.05200744,0.85737,0.07250269,0.002502871,0.002671768,0.000202667,0.001989774,0.0003109219,0.01044198],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005618683,"threshold_uncertainty_score":0.01879638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05549418121023892,"score_gpt":0.2737425653071686,"score_spread":0.2182483840969297,"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."}}