{"id":"W2945757371","doi":"10.5539/elt.v11n11p19","title":"Using CLIL Approach to Improve English Language in a Colombian Higher Educational Institution","year":2018,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Cognition; Foreign language; Pedagogy; Mathematics education; Control (management); Higher education; Medical education","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001094666,0.0003046237,0.0003138963,0.0004211894,0.0006457706,0.0004771003,0.0003505367,0.0001244763,0.001725384],"category_scores_gemma":[0.001356443,0.0002985767,0.0001011543,0.0001282892,0.0001625479,0.0006230503,0.0001225599,0.001027902,0.00006036715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002665678,"about_ca_system_score_gemma":0.00009574465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007670038,"about_ca_topic_score_gemma":0.002312045,"domain_scores_codex":[0.9978034,0.0003379447,0.0004030927,0.0005782855,0.0002995823,0.0005777043],"domain_scores_gemma":[0.999031,0.0001483522,0.0001391237,0.0004208665,0.00009834598,0.000162287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000242038,0.0002306379,0.000546895,0.0000386192,0.0000293269,0.0000135471,0.9345214,0.00006345939,0.001045431,0.05347093,0.0005100984,0.009505502],"study_design_scores_gemma":[0.001701041,0.000213597,0.0005752858,0.0002826964,0.00006684339,0.000009221149,0.9127296,0.001473577,0.0005206311,0.000105962,0.08117276,0.001148831],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7039003,0.000213357,0.00013531,0.00004277834,0.002318426,0.0002503614,0.00002336837,0.0002680223,0.2928481],"genre_scores_gemma":[0.9760896,3.311378e-7,0.002730308,0.0008626934,0.01215043,0.00004290234,0.0001031953,0.0000640667,0.007956466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2848916,"threshold_uncertainty_score":0.9999467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02387156119264296,"score_gpt":0.2758041711466399,"score_spread":0.2519326099539969,"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."}}