{"id":"W4403633797","doi":"10.1093/oxfordhb/9780198826804.013.36","title":"Vowel Harmony In Emergent Phonology","year":2024,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Vowel harmony; Phonology; Linguistics; Harmony (color); Communication; Psychology; Philosophy; Art; Visual arts","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":[0.0001438811,0.0001555909,0.0001555389,0.0003642093,0.0003450556,0.001212498,0.000265501,0.0002099373,0.004415137],"category_scores_gemma":[0.0003349514,0.0001030717,0.0002017369,0.0001974682,0.001988941,0.001305091,0.0006423958,0.0009455326,0.0005487059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005160413,"about_ca_system_score_gemma":0.0002837207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004940258,"about_ca_topic_score_gemma":0.0007058444,"domain_scores_codex":[0.9999324,0.00001357804,0.000003447672,0.00001725762,0.00002542861,0.000007932002],"domain_scores_gemma":[0.9998679,0.00007589738,0.000005623384,0.0000279377,0.00001708079,0.000005559327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003572917,0.0000157645,0.001186484,0.0001249222,0.00001234959,0.0001778473,0.001232415,0.002398915,0.006403469,0.9067253,0.003727692,0.07795916],"study_design_scores_gemma":[0.00000846832,0.00003281621,0.004024677,0.00008228653,0.00001321159,0.0003771888,0.0004344159,0.009614716,0.003609736,0.8762465,0.1055403,0.00001570139],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1547312,0.0115037,0.1969297,0.003932607,0.0006287814,0.00004777261,0.0002296347,0.0006150579,0.6313815],"genre_scores_gemma":[0.8894449,0.003552376,0.02408085,0.0005816781,0.0002544041,0.00004011145,0.0001659293,0.0002305427,0.08164927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004415137,"threshold_uncertainty_score":0.01477009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05248741736228845,"score_gpt":0.2831979605778142,"score_spread":0.2307105432155257,"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."}}