{"id":"W2901688275","doi":"10.5539/elt.v11n12p138","title":"Evaluating Traveller English Textbook Series From Saudi Secondary School EFL Teachers’ Perspectives","year":2018,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Content analysis; Class (philosophy); Mathematics education; Medical education; Pedagogy; Sociology; Social science; Medicine","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":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002556005,0.0002584755,0.0002704381,0.0001530548,0.001457472,0.0003904586,0.0004832406,0.0002087119,0.01098826],"category_scores_gemma":[0.01759234,0.0002651123,0.0001301757,0.000188343,0.0004536878,0.0008157031,0.00008747008,0.001064175,0.0001872644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003220931,"about_ca_system_score_gemma":0.0007240235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01147759,"about_ca_topic_score_gemma":0.003212902,"domain_scores_codex":[0.9967606,0.001237158,0.0003381177,0.0005420318,0.0005400961,0.0005819856],"domain_scores_gemma":[0.998314,0.0004419948,0.0001762897,0.0004201718,0.0002907803,0.0003567873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001399419,0.00006129222,0.0008259889,0.00000491935,0.00004008075,0.000002809398,0.9398666,9.81383e-7,0.0009294717,0.003003361,0.002278651,0.05297183],"study_design_scores_gemma":[0.0003945439,0.00005442241,0.001576329,0.00004990529,0.00002621773,4.095659e-7,0.8556777,0.00001972157,0.000486377,0.0001688895,0.1412342,0.0003112587],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6413566,0.000730315,0.00002493656,0.0002605504,0.001237482,0.0002184484,0.00002343007,0.0004175571,0.3557307],"genre_scores_gemma":[0.948631,0.00001968702,0.005367673,0.0005588245,0.01772173,0.00002365385,0.00003379198,0.00004690597,0.02759675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3281339,"threshold_uncertainty_score":0.9999801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04193889703988232,"score_gpt":0.4303992654758512,"score_spread":0.3884603684359689,"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."}}