{"id":"W2275702486","doi":"10.1111/lnc3.12182","title":"Tone and Phonation in Southeast Asian Languages","year":2016,"lang":"en","type":"article","venue":"Language and Linguistics Compass","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Tone (literature); Phonation; Linguistics; Computer science; History; 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":[0.0001801335,0.00008680551,0.0001359242,0.0001077653,0.00003806308,0.0000190055,0.00007509076,0.0000827863,0.0002930269],"category_scores_gemma":[0.0002707,0.00006333743,0.00001215057,0.00006998556,0.0001050772,0.000006272834,0.00005346826,0.0001166043,0.00005253152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009089017,"about_ca_system_score_gemma":0.000009407577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004303727,"about_ca_topic_score_gemma":0.0005361685,"domain_scores_codex":[0.9993072,0.000068385,0.0001267585,0.0002023477,0.00007272716,0.0002225548],"domain_scores_gemma":[0.999548,0.0001522777,0.00002962378,0.000162615,0.0000350488,0.00007249072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005392745,0.0006006017,0.202192,0.0001240402,0.000201996,0.001714418,0.1527682,8.33516e-7,0.02660401,0.2804316,0.004957356,0.3298656],"study_design_scores_gemma":[0.003373184,0.000213574,0.9542145,0.0001108479,0.00002332535,0.00006073553,0.01699765,0.0001047643,0.001041607,0.004598071,0.0188531,0.0004086438],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9273591,0.001923277,0.0001594581,0.0006003675,0.000325317,0.0001099503,0.00005218935,0.00003334193,0.06943699],"genre_scores_gemma":[0.9975547,0.00003658692,0.000156148,0.00006055032,0.0002853499,0.000009509556,0.000007581016,0.00001152373,0.00187803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7520224,"threshold_uncertainty_score":0.3208439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883558407242951,"score_gpt":0.3574922131086058,"score_spread":0.3386566290361763,"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."}}