{"id":"W2193863684","doi":"","title":"A Retrospective-Comparative Evaluation of Textbooks Developed by Native and Non-native English Speakers","year":2012,"lang":"en","type":"article","venue":"Journal of academic and applied studies","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Checklist; First language; Mathematics education; Linguistics; Computer science; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002226913,0.0002654091,0.0005317238,0.002439881,0.0007262782,0.0007678779,0.0003623534,0.0003743652,0.001751729],"category_scores_gemma":[0.01021295,0.0002177542,0.0004691241,0.001371941,0.0006030368,0.001141513,0.000808156,0.000358991,0.0004265668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005957425,"about_ca_system_score_gemma":0.0004470957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417615,"about_ca_topic_score_gemma":0.003286032,"domain_scores_codex":[0.9982616,0.0005755313,0.0003126916,0.0002045496,0.000496143,0.0001494368],"domain_scores_gemma":[0.9919226,0.002607783,0.001924182,0.0004202991,0.002511897,0.0006131415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007070466,0.001441843,0.9396135,0.0003784723,0.0001074743,0.001646411,0.03105738,0.00004756876,0.002641394,0.0001349127,0.0003255936,0.02189844],"study_design_scores_gemma":[0.00002708159,0.002369958,0.9558103,0.00005472986,0.00005989367,0.002425357,0.03595308,0.00005762582,0.001176015,0.00004182336,0.001996594,0.00002743638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993717,0.0001975017,0.00002972041,0.000006696151,0.00000380798,0.00002277974,0.00003990468,9.640052e-7,0.0003270616],"genre_scores_gemma":[0.9987814,0.0003140751,0.0001250269,0.00002842354,0.000009759901,0.00005291279,0.0001815927,0.000002400995,0.000504459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002439881,"threshold_uncertainty_score":0.01177722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158880940658951,"score_gpt":0.3549296313873561,"score_spread":0.2390415373214611,"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."}}