{"id":"W3132063914","doi":"10.3765/ptu.v5i1.4782","title":"Vowel Harmony and Other Morphological Processes in Turkish","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Workshop on Turkic and Languages in Contact with Turkic","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary; Institute of International Education","keywords":"Vowel harmony; Phonology; Linguistics; Phonological rule; Turkish; Grammar; Lexicon; Vowel; Computer science; Harmony (color); Natural language processing; Philosophy; Art","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002553359,0.0002228217,0.0003656982,0.0001151006,0.00004973547,0.00004483275,0.0003605115,0.0002017888,0.0001528643],"category_scores_gemma":[0.000228378,0.0001343771,0.00002954128,0.0005418162,0.0002554611,0.00006622922,0.0001507012,0.0007370579,0.00000515916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000164186,"about_ca_system_score_gemma":0.00002466081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001516156,"about_ca_topic_score_gemma":0.00007694388,"domain_scores_codex":[0.9986792,0.00003238882,0.0002549146,0.0004741781,0.0001860319,0.0003732554],"domain_scores_gemma":[0.9993408,0.0002627842,0.0001245264,0.0001153142,0.0000498779,0.0001067517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003623581,0.0005120271,0.8823825,0.0004588734,0.0001400619,0.0001649013,0.08546448,0.000008382567,0.01236733,0.003199337,0.002945647,0.008732905],"study_design_scores_gemma":[0.003451661,0.0008476067,0.9744689,0.0006108818,0.00003414664,0.0001389617,0.01511152,0.00006106065,0.002342886,0.0003795167,0.00213187,0.0004209389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822529,0.003363362,9.115991e-7,0.004073171,0.0000437731,0.0004115802,0.000009380167,0.00002612946,0.009818811],"genre_scores_gemma":[0.9967545,0.0001814615,0.00005462434,0.002464177,0.00007134664,0.00005941996,8.515818e-7,0.00002536292,0.0003882737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09208647,"threshold_uncertainty_score":0.5479739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03262296901095636,"score_gpt":0.3100504063945076,"score_spread":0.2774274373835513,"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."}}