{"id":"W3174666878","doi":"","title":"The Construction of Oral Problems in an EFL Context: An Innovative Approach","year":2010,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Viewpoints; Interpersonal communication; Context (archaeology); Foreign language; Persian; Psychology; Perception; Linguistics; Computer science; Mathematics education; Social psychology","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":[0.005185766,0.0008657034,0.0005379762,0.005494314,0.006040478,0.01125321,0.002132341,0.002388215,0.003468862],"category_scores_gemma":[0.007036101,0.0004660572,0.0005849445,0.002500784,0.02095858,0.008246971,0.01040504,0.002371017,0.0002082092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005537247,"about_ca_system_score_gemma":0.004278519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003282432,"about_ca_topic_score_gemma":0.005609265,"domain_scores_codex":[0.995034,0.003684393,0.0001392016,0.0003489995,0.0004456056,0.0003477586],"domain_scores_gemma":[0.9910412,0.006289242,0.0009738948,0.0005769536,0.0007113482,0.0004074606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002891442,0.0001270451,0.0118753,0.0003334544,0.0000157224,0.002219836,0.8930305,0.000199972,0.00127767,0.06020627,0.0005789174,0.03010632],"study_design_scores_gemma":[0.00001196618,0.0000606367,0.005630859,0.0002597937,0.00001907456,0.001256644,0.9480209,0.0007072321,0.000864975,0.02290298,0.02024027,0.00002481286],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8795619,0.003100716,0.03134504,0.008471672,0.0002072455,0.0003635137,0.00009079945,0.00007236582,0.07678663],"genre_scores_gemma":[0.9890925,0.0006691043,0.006883963,0.0002561215,0.00004121589,0.0001521703,0.00001911998,0.00001094612,0.002874833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01125321,"threshold_uncertainty_score":0.04017568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03009964095423192,"score_gpt":0.3086284256101608,"score_spread":0.2785287846559289,"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."}}