{"id":"W2913369920","doi":"10.5539/elt.v12n3p26","title":"Evaluation of English Textbook of Intermediate Class From Students’ Perspectives","year":2019,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Curriculum; Class (philosophy); Literacy; Cluster sampling; Pedagogy; Computer science; Sociology; Population","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002799789,0.0001897692,0.000363421,0.0001916966,0.0001017483,0.0001131138,0.0003833165,0.00006779397,0.007833411],"category_scores_gemma":[0.003434548,0.0001711525,0.0001511348,0.000027911,0.0001057053,0.0003653682,0.0001090503,0.0006513593,0.00002884878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009392829,"about_ca_system_score_gemma":0.00004613769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002085946,"about_ca_topic_score_gemma":0.0003974328,"domain_scores_codex":[0.9974182,0.0007450309,0.0003900932,0.0003204779,0.0009098546,0.000216292],"domain_scores_gemma":[0.998338,0.0003740833,0.0003278545,0.0004112594,0.0005023693,0.00004647416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001619407,0.0001381585,0.005794564,0.00003069644,0.0001827899,0.00000171127,0.9694347,0.00007211991,0.0006985252,0.004568305,0.0000744596,0.01898777],"study_design_scores_gemma":[0.001234334,0.00009232606,0.00156994,0.0002094928,0.0001924745,1.276817e-7,0.9924322,0.0004766074,0.0005944415,0.00006804451,0.002911047,0.0002189877],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8482687,0.001693068,0.0000104266,0.00000301508,0.001279139,0.0002273588,0.0000433168,0.0001297698,0.1483452],"genre_scores_gemma":[0.9960203,0.000002808909,0.00007384271,0.0000374041,0.001881704,0.00000985869,0.00006382298,0.00003796974,0.001872259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1477516,"threshold_uncertainty_score":0.9930736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509135832118981,"score_gpt":0.2711549497834096,"score_spread":0.2560635914622199,"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."}}