{"id":"W2982367853","doi":"10.5539/elt.v12n11p119","title":"Chinese University Students’ Perceptions of teacher Code-switching in EFL Speaking Classrooms","year":2019,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Grammar; Perception; Context (archaeology); Mathematics education; Qualitative property; Qualitative research; Multimethodology; Quantitative research; Language proficiency; Code-switching; English language; Pedagogy; Sociology; Linguistics; Computer science","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":[0.001422032,0.000241435,0.0003161526,0.0007899593,0.002272563,0.001759506,0.0003681518,0.0005283663,0.003030548],"category_scores_gemma":[0.003579728,0.0001963616,0.0002797673,0.0006086627,0.001371114,0.0006500547,0.001185286,0.000862436,0.0002362883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001896263,"about_ca_system_score_gemma":0.002048532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03768127,"about_ca_topic_score_gemma":0.04269433,"domain_scores_codex":[0.9987466,0.0003120423,0.000106283,0.0001154713,0.0003653548,0.0003541221],"domain_scores_gemma":[0.9965487,0.0005225483,0.0008183033,0.00009417539,0.0006954599,0.001320891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001279109,0.0005551754,0.5664332,0.0001318532,0.00001906087,0.0007742746,0.4077836,0.0001296086,0.004700087,0.0005878839,0.0008649747,0.01789228],"study_design_scores_gemma":[0.00001122137,0.0002820797,0.5708999,0.0000691845,0.00001571951,0.0002228337,0.4241649,0.0003770642,0.0007783082,0.0001208622,0.003013528,0.0000443632],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992913,0.00001918258,0.00001619588,0.00006891253,0.000002150205,0.000004661932,0.000006450109,0.000001238065,0.0005899535],"genre_scores_gemma":[0.9993838,0.00004070716,0.00001739249,0.00003188834,0.000001665176,0.000006327856,0.00001367507,0.000001196419,0.0005031844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03768127,"threshold_uncertainty_score":0.07492393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595744597708902,"score_gpt":0.394591527740778,"score_spread":0.378634081763689,"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."}}