{"id":"W4220684855","doi":"10.5430/wjel.v12n1p313","title":"How Do EFL Learners Interact and Learn English Communication Skills during a Role-Play Strategy?","year":2022,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; English as a foreign language; Psychology; Test (biology); Foreign language; Sample (material); Control (management); English language; Communication skills; Medical education; Computer science; Medicine","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":[0.0009440461,0.000161354,0.0002653339,0.0003546618,0.0007552276,0.0007749482,0.0003447857,0.00002277301,0.001396204],"category_scores_gemma":[0.0006650286,0.0001468582,0.0001277014,0.00008017274,0.00009581318,0.0006130291,0.0001560206,0.001729696,0.000001808845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008661083,"about_ca_system_score_gemma":0.00002961888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007565595,"about_ca_topic_score_gemma":0.0002927837,"domain_scores_codex":[0.9985091,0.0004660056,0.0003247414,0.0001468459,0.0003174782,0.0002358103],"domain_scores_gemma":[0.9987924,0.0002260613,0.0004334748,0.0002307534,0.0002200274,0.00009725986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000770457,0.0001460437,0.001851744,0.00003283889,0.0001161829,0.0000841963,0.9756857,0.0008699122,0.0002604365,0.004741211,0.00150549,0.0146292],"study_design_scores_gemma":[0.0007700246,0.0001482711,0.0004081612,0.0001269166,0.00004183649,0.00002501898,0.5737189,0.00002109708,0.00005256568,0.00006360008,0.4244275,0.0001961372],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9331031,0.004785885,0.000001196282,0.0001642101,0.0006243375,0.00006656906,0.00001001248,0.00006511444,0.06117954],"genre_scores_gemma":[0.9784018,0.00006824799,0.00007565628,0.00007989234,0.001516903,0.000004282456,0.00001175706,0.00003461495,0.01980687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.422922,"threshold_uncertainty_score":0.9995167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008466676979811296,"score_gpt":0.2301235869879966,"score_spread":0.2216569100081853,"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."}}