{"id":"W3167052848","doi":"10.17507/tpls.1106.05","title":"English for General Academic Purposes or English for Specific Purposes? Language Learning Needs of Medical Students at a Chinese University","year":2021,"lang":"en","type":"article","venue":"Theory and Practice in Language Studies","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Education Department of Henan Province; University of Surrey; China Scholarship Council; Ryerson University","keywords":"Perception; Medical education; Curriculum; Needs analysis; Psychology; China; English for specific purposes; English language; Mathematics education; Pedagogy; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.002814066,0.0002807314,0.0005162287,0.001282554,0.004028869,0.003371783,0.0007038735,0.001252129,0.003286621],"category_scores_gemma":[0.006939118,0.0002939759,0.0003619324,0.0009598626,0.00221446,0.002302815,0.00309812,0.001668321,0.0004365774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002958153,"about_ca_system_score_gemma":0.006190455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01615866,"about_ca_topic_score_gemma":0.02737665,"domain_scores_codex":[0.9974948,0.0006439195,0.00015078,0.0001185286,0.0004668133,0.001125188],"domain_scores_gemma":[0.9939542,0.0008697221,0.0008755108,0.00006945108,0.000566167,0.003664989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001798877,0.0005847843,0.3678396,0.0004687013,0.00003551006,0.002763868,0.5816027,0.000103095,0.003804075,0.002448957,0.002744565,0.03742431],"study_design_scores_gemma":[0.00001361939,0.0002779926,0.2177173,0.0002065905,0.00002373767,0.0008337554,0.7723229,0.000264758,0.0005106448,0.0007720065,0.006999521,0.00005718937],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962602,0.0002028443,0.00001995852,0.001922744,0.00001166527,0.000007644197,0.00001272224,0.000001402043,0.001560888],"genre_scores_gemma":[0.9983426,0.0002726784,0.00005211379,0.0004893607,0.000009372009,0.00001159907,0.00001490809,0.000001520815,0.0008057913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01615866,"threshold_uncertainty_score":0.03212917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06293736441601937,"score_gpt":0.4991518389856782,"score_spread":0.4362144745696588,"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."}}