{"id":"W2126712469","doi":"10.5539/ies.v5n4p179","title":"Distribution of Hesitation Discourse Markers Used by Iranian EFL Learners during an Oral L2 Test","year":2012,"lang":"en","type":"article","venue":"International Education Studies","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kuala lumpur; Linguistics; Test (biology); Psychology; First language; Mathematics education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001239365,0.0004208552,0.0004903409,0.001565233,0.000396428,0.0009172671,0.0003510749,0.0005882089,0.0009332974],"category_scores_gemma":[0.008463318,0.0002196723,0.0001827466,0.0005322082,0.0006619091,0.0005805892,0.0007319252,0.0004313179,0.0003565428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002689648,"about_ca_system_score_gemma":0.0002392822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009225176,"about_ca_topic_score_gemma":0.0009770143,"domain_scores_codex":[0.999029,0.0003098156,0.0001369601,0.0001403447,0.0002636152,0.0001201529],"domain_scores_gemma":[0.9950483,0.002504185,0.001250697,0.0001997642,0.0006858718,0.0003111502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001899184,0.0003185674,0.6005431,0.0003984223,0.00009135416,0.003306731,0.1741774,0.0001937795,0.1296055,0.000158565,0.0003390901,0.08896812],"study_design_scores_gemma":[0.00001922774,0.001605396,0.862606,0.00009783968,0.00006751082,0.004424394,0.1022794,0.0006406202,0.02604236,0.0001118548,0.002012575,0.00009273316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999595,0.0000485769,0.00009232353,0.000006009959,0.000001520891,0.000006853339,0.00001613198,0.000007959161,0.0002257028],"genre_scores_gemma":[0.9993382,0.00007065394,0.000239638,0.000009992078,0.000003228768,0.00001689902,0.00004202003,0.000005814953,0.000273552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001565233,"threshold_uncertainty_score":0.006554425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0657705037825997,"score_gpt":0.3758237530711355,"score_spread":0.3100532492885358,"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."}}