{"id":"W1739354588","doi":"","title":"Speaking Fluency: Technology in EFL Context or Social Interaction in ESL Context?","year":2011,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluency; Context (archaeology); Psychology; Test (biology); Social environment; Context effect; Social media; Linguistics; Mathematics education; Computer science; Sociology; World Wide Web","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":[0.0002639211,0.0001445996,0.0002820845,0.0003827065,0.0001456762,0.00006510514,0.00007848231,0.00009229274,0.000158335],"category_scores_gemma":[0.0001626393,0.0001069289,0.0000264827,0.0001289873,0.0002078204,0.0002323503,0.00006375482,0.000684663,0.000005110242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004843792,"about_ca_system_score_gemma":0.00000840221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009003257,"about_ca_topic_score_gemma":0.03599693,"domain_scores_codex":[0.999171,0.0001013546,0.0002412422,0.0002125141,0.00005567348,0.0002182582],"domain_scores_gemma":[0.9997292,0.00008062518,0.00006741772,0.00007883638,0.00003209707,0.00001178235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009876937,0.0000477234,0.004145226,0.00007190246,0.00002323682,0.0002716891,0.9148413,1.200868e-7,0.00003294811,0.03485486,0.0002419514,0.04537029],"study_design_scores_gemma":[0.0009976432,0.0001401072,0.002129361,0.001184731,0.000009637142,0.00001641993,0.9475598,0.000008728396,0.00004221195,0.001988698,0.04568752,0.0002351015],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577878,0.02101977,6.444361e-7,0.0002955163,0.0004196496,0.000117865,0.000005593964,0.00005234936,0.02030079],"genre_scores_gemma":[0.9979204,0.0001265717,0.00003109225,0.0003945749,0.0002806233,0.00002134569,0.000005369666,0.0000119927,0.001208061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04544557,"threshold_uncertainty_score":0.9815936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06321538384286834,"score_gpt":0.3291911148962264,"score_spread":0.265975731053358,"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."}}