{"id":"W4403323548","doi":"10.5539/ijel.v14n5p105","title":"A Comparative Analysis of Students Learning Styles: A Case Study in Oman and Iran","year":2024,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Learning styles; Mathematics education; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005455463,0.00009955224,0.0003458242,0.0008285457,0.00002281402,0.0001092167,0.0002032916,0.00003800559,0.0001096502],"category_scores_gemma":[0.005342756,0.00008541208,0.0001020597,0.0003432969,0.00005698622,0.00003046422,0.00005701174,0.0004102188,0.000001355168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003682829,"about_ca_system_score_gemma":0.00002793316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002461969,"about_ca_topic_score_gemma":0.0003179798,"domain_scores_codex":[0.9986186,0.0002137459,0.0005217634,0.0001494486,0.000403179,0.00009327564],"domain_scores_gemma":[0.9952028,0.0006334826,0.0002495575,0.00004949488,0.00381973,0.00004495074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001234284,0.0006475255,0.8707997,0.00000850823,0.005774515,0.00669,0.1124888,0.0004709655,0.000002083411,0.001955657,0.00006234371,0.0009764056],"study_design_scores_gemma":[0.001713812,0.001039717,0.6373087,0.0002169683,0.001543841,0.00007029985,0.3513642,0.001297938,0.000006013695,0.0001169059,0.005144552,0.0001770083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896765,0.0004391986,0.00007353077,0.000002923989,0.002403642,0.00006268354,0.00001518454,0.000008554593,0.007317762],"genre_scores_gemma":[0.9988611,0.00001872616,0.00004944244,0.00001151952,0.0009385881,0.000002158022,0.000003820384,0.000006264477,0.000108418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2388754,"threshold_uncertainty_score":0.6396164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0455391978043123,"score_gpt":0.4242878576232985,"score_spread":0.3787486598189861,"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."}}