{"id":"W4225004507","doi":"10.5430/wjel.v12n5p1","title":"An Optimality-theoretic Approach to Weight of Superheavy Syllables in Qassimi Arabic","year":2022,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Linguistics; Arabic; Optimality theory; Constraint (computer-aided design); Computer science; Word (group theory); Syllable; Speech recognition; Mathematics; Philosophy; Phonology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001992262,0.0001341391,0.0004108144,0.0008810992,0.00006745304,0.0000202849,0.0007527545,0.00005363752,0.003182429],"category_scores_gemma":[0.0002179917,0.0001219507,0.0001074833,0.0008995538,0.000115225,0.00007773442,0.0001312374,0.0008816653,0.000006210088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008754109,"about_ca_system_score_gemma":0.00008652084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001414477,"about_ca_topic_score_gemma":0.00007082424,"domain_scores_codex":[0.9976668,0.0007619978,0.0005652297,0.0002270047,0.0003798684,0.0003990828],"domain_scores_gemma":[0.9988081,0.0001865583,0.0001783293,0.0004383023,0.000200487,0.0001881872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004678528,0.009120407,0.07128047,0.00019927,0.0006122396,0.001794837,0.7707093,0.009235173,0.02652976,0.06433207,0.03092577,0.01058214],"study_design_scores_gemma":[0.02390743,0.01253761,0.3269427,0.000418867,0.0003969955,0.001257807,0.445702,0.001408912,0.01667566,0.00985179,0.1579171,0.002983147],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469614,0.002178863,0.00003962351,0.0001497158,0.0008461309,0.0001563391,0.00003853488,0.00001034339,0.04961905],"genre_scores_gemma":[0.997371,0.00001730511,0.001140028,0.0001699272,0.000343294,0.000023072,0.000009572813,0.00002670893,0.0008991159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3250073,"threshold_uncertainty_score":0.9977288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669974513686579,"score_gpt":0.3121700096435568,"score_spread":0.2954702645066911,"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."}}