{"id":"W2946151697","doi":"10.5539/ells.v9n2p84","title":"Keeping Conversation Rolling by Iraqi EFL University Learners","year":2019,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University Of Al-Qadisiyah","keywords":"Conversation; Face (sociological concept); Sample (material); Aptitude; Test (biology); Psychology; Mathematics education; Computer science; Linguistics; Communication","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":[],"consensus_categories":[],"category_scores_codex":[0.000148966,0.0001507321,0.0002030367,0.0000772789,0.0002753736,0.0002855393,0.0001339813,0.00004924339,0.0002092642],"category_scores_gemma":[0.00006696055,0.0001276814,0.00004926962,0.00006542726,0.0001729311,0.000583867,0.00008697706,0.0002266641,0.00001738216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002881508,"about_ca_system_score_gemma":0.00001157515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005476394,"about_ca_topic_score_gemma":0.000104916,"domain_scores_codex":[0.9993002,0.00009109994,0.0001169558,0.0002100095,0.0001167765,0.0001649894],"domain_scores_gemma":[0.9993601,0.000129723,0.00007776844,0.0002297898,0.0001691476,0.00003351083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001774411,0.00001311875,0.0002376904,0.00006793653,0.0001244539,0.00001323313,0.9582451,0.000003287554,0.0001120503,0.03710941,0.003454187,0.0006017812],"study_design_scores_gemma":[0.0004035925,0.00002977804,0.00001969003,0.0001207596,0.00003035381,8.548898e-7,0.876756,0.00001340207,0.00006360632,0.00008632,0.1223084,0.0001672893],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8728697,0.037179,0.000004011378,0.0003754023,0.0004905848,0.000169447,0.00006602902,0.0001637019,0.08868207],"genre_scores_gemma":[0.9828496,0.0008051072,0.00004887706,0.000179955,0.0003437834,0.000001867991,0.0001106722,0.00001267057,0.01564748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1188542,"threshold_uncertainty_score":0.5206696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01292600541525522,"score_gpt":0.2411757727305487,"score_spread":0.2282497673152935,"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."}}