{"id":"W2909401383","doi":"10.5539/elt.v12n3p1","title":"Thai University Students’ Use of Yes/No Tokens in Spoken Interaction","year":2019,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Prince of Songkla University","keywords":"Disappointment; Conversation; Psychology; Linguistics; Context (archaeology); Expression (computer science); Contrast (vision); Conversation analysis; Turn-taking; Social psychology; Communication; Computer science; Artificial intelligence","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":[0.0003452923,0.0001153907,0.0001819155,0.0001704304,0.00008590451,0.0001750293,0.0003903136,0.00003864435,0.001575211],"category_scores_gemma":[0.0001563636,0.0001106995,0.00006382591,0.00003535847,0.00005991443,0.001120981,0.000172501,0.0004299006,0.0000862428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008238549,"about_ca_system_score_gemma":0.00002106719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003436498,"about_ca_topic_score_gemma":0.0028039,"domain_scores_codex":[0.9990438,0.0002534002,0.0001895959,0.0001591629,0.0001982499,0.0001558149],"domain_scores_gemma":[0.9991278,0.0002112107,0.0001317561,0.0004467011,0.0000541654,0.000028382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000451276,0.0001889973,0.02108329,0.00003687478,0.00004425434,0.00002036895,0.9284068,0.00008068947,0.0004115544,0.04835873,0.0004376013,0.0008856987],"study_design_scores_gemma":[0.0006630888,0.00004716472,0.002196727,0.000149339,0.00002001768,8.837893e-7,0.9360602,0.00008459668,0.0001023325,0.0000249923,0.06044468,0.0002059762],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8467984,0.00005815547,0.000005709613,0.00001895013,0.0004168147,0.0001473567,0.00002169201,0.00008968034,0.1524432],"genre_scores_gemma":[0.9867355,0.000009554205,0.0001587562,0.00004274393,0.0001871129,0.000001090104,0.00004398209,0.0000158128,0.01280548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.139937,"threshold_uncertainty_score":0.9993375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02702503653348914,"score_gpt":0.275098032686122,"score_spread":0.2480729961526329,"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."}}