{"id":"W4322763113","doi":"10.1016/j.linged.2023.101150","title":"Emotion and imagination in English-medium instruction programs: Illuminating its dark side through Nepali students’ narratives","year":2023,"lang":"en","type":"article","venue":"Linguistics and Education","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"EMI; Sociology; Shame; Pride; Narrative; Psychology; Aesthetics; Social psychology; Gender studies; Political science; Art; Engineering; Literature","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001792114,0.0004214895,0.0003402039,0.0008983437,0.007326721,0.008968736,0.001022449,0.001585554,0.002662048],"category_scores_gemma":[0.003806488,0.0003139042,0.0001583006,0.0006991902,0.01207575,0.004895533,0.005691185,0.006073652,0.0002972939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003112437,"about_ca_system_score_gemma":0.001754377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00744321,"about_ca_topic_score_gemma":0.01642155,"domain_scores_codex":[0.9988388,0.0007375197,0.00002841379,0.00009540151,0.0001197233,0.0001801792],"domain_scores_gemma":[0.9973672,0.001870201,0.0001934669,0.00007646305,0.0001728012,0.0003199528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008755104,0.00001814865,0.0009861788,0.00001537414,0.000001296897,0.000136055,0.9930126,0.000008077026,0.0002233287,0.004194314,0.0002392378,0.001156601],"study_design_scores_gemma":[0.000002641056,0.00001407502,0.00350255,0.00005662945,0.000003748567,0.0001183566,0.9819525,0.00006027639,0.0003662619,0.001286605,0.01262663,0.000009763677],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465575,0.0006464357,0.0006938908,0.004086007,0.00006524177,0.00001990065,0.00003368308,0.00001082967,0.04788659],"genre_scores_gemma":[0.9950329,0.0001776702,0.0000973247,0.0002166223,0.000009761746,0.00001381986,0.00000894442,0.00001220434,0.004430813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008968736,"threshold_uncertainty_score":0.02258241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02432052133622216,"score_gpt":0.2965680365231609,"score_spread":0.2722475151869387,"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."}}