{"id":"W1496719444","doi":"10.3968/j.sss.1923018420130404.2847","title":"Teachers' Code-Switching in the ESP Classroom in China","year":2013,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Code-switching; Sociolinguistics; Class (philosophy); Mathematics education; China; Code (set theory); Field (mathematics); Pedagogy; Computer science; Psychology; Sociology; Linguistics; Political science; Programming language; Mathematics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004775693,0.000065255,0.0001719634,0.0001757126,0.0003773731,0.000009002027,0.0006530054,0.00006826639,0.00003360605],"category_scores_gemma":[0.00318632,0.00004669706,0.00002165827,0.0007179661,0.02010113,0.0001936322,0.00008611407,0.000299764,0.00001387109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790527,"about_ca_system_score_gemma":0.0003673992,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01022396,"about_ca_topic_score_gemma":0.0094677,"domain_scores_codex":[0.9985424,0.0004140963,0.0002505136,0.0001987622,0.000216081,0.0003781395],"domain_scores_gemma":[0.9991026,0.0005952333,0.00008695166,0.0001256698,0.00006123307,0.00002833419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[7.645188e-7,0.00003615706,0.087757,0.000002957313,0.000001252493,3.561074e-7,0.8982804,0.00001093123,0.00009007903,0.0107894,0.0002218811,0.002808811],"study_design_scores_gemma":[0.0001119074,0.00001213017,0.2702673,0.00001635669,6.096153e-7,1.657472e-7,0.7160384,0.0000374993,0.000006160742,0.01255835,0.0009040074,0.00004708808],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638298,0.0005283308,0.00000136869,0.01196093,0.0004059511,0.0002142634,3.533884e-7,0.000006731884,0.02305228],"genre_scores_gemma":[0.9984896,0.0003137594,0.0001761929,0.0006807424,0.0000706326,0.00003621353,9.828404e-8,0.000001661572,0.0002311308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1825103,"threshold_uncertainty_score":0.996367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1254853322859877,"score_gpt":0.5219589974994979,"score_spread":0.3964736652135102,"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."}}