{"id":"W2888620855","doi":"10.5539/ells.v8n3p1","title":"The Teach-to-the-Test Approach: A Curse a Blessing or a Blessing in Disguise for Algerian EFL Students","year":2018,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blessing; Curse; Test (biology); Perspective (graphical); Mathematics education; Psychology; Pedagogy; Computer science; Sociology; Philosophy; Theology","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0008514839,0.0002488132,0.0002844676,0.000100181,0.001916576,0.001702857,0.0002878646,0.00005089464,0.00002431431],"category_scores_gemma":[0.001705328,0.0001215392,0.00006763812,0.0001214301,0.000338101,0.0002021089,0.0001581231,0.0003711469,0.000002699823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002588244,"about_ca_system_score_gemma":0.00001658459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009745072,"about_ca_topic_score_gemma":0.003370926,"domain_scores_codex":[0.9986559,0.0001464042,0.0002573127,0.0003493496,0.0001771648,0.0004139238],"domain_scores_gemma":[0.9986141,0.0008040548,0.00009077918,0.0002726575,0.0001602768,0.00005811522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007775701,0.00006418311,0.0005097094,0.00007247344,0.00009196169,0.00003014692,0.9709608,8.556911e-7,0.00001585532,0.001755543,0.002553008,0.02386773],"study_design_scores_gemma":[0.0006811745,0.0001584943,0.0001949899,0.0004969974,0.00004893266,0.000006129127,0.843644,0.00006152818,0.00001187805,0.00004867499,0.1544169,0.0002303128],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695556,0.02086331,0.00001832569,0.0005232564,0.0009585316,0.0005588768,0.0000480031,0.0001264782,0.007347667],"genre_scores_gemma":[0.9818926,0.00009837437,0.00030209,0.0004601843,0.005050076,0.0001640141,0.00001831715,0.00003638874,0.01197799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1518639,"threshold_uncertainty_score":0.9993828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02219242701296433,"score_gpt":0.3087805080281175,"score_spread":0.2865880810151532,"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."}}