{"id":"W4394753007","doi":"10.5430/wjel.v14n4p328","title":"The Potential for the Development and Implementation of Blended Learning at the Universities of Kazakhstan","year":2024,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blended learning; Active listening; Mathematics education; Context (archaeology); Computer science; Reading (process); Reading comprehension; Group work; Foreign language; Psychology; Pedagogy; Educational technology; Linguistics","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":[0.0006207534,0.00003590296,0.00004893359,0.00006680902,0.0001988728,0.00005629822,0.0002155024,0.000006812405,0.00001417627],"category_scores_gemma":[0.00001750124,0.00001772091,0.00003399201,0.0001656831,0.00004505965,0.0001224055,0.00005927629,0.00008051198,8.426746e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003521202,"about_ca_system_score_gemma":0.0002060481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006667859,"about_ca_topic_score_gemma":0.0002236081,"domain_scores_codex":[0.9995315,0.00002826248,0.0001915989,0.00004301554,0.0001460978,0.00005952817],"domain_scores_gemma":[0.9990654,0.0004292807,0.0001465034,0.00006933866,0.0002799782,0.00000950797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003157611,0.00002976969,0.0001654717,0.0001005803,0.0003953975,0.000004867052,0.2701423,0.0007069038,0.001504716,0.4819281,0.004447875,0.2405425],"study_design_scores_gemma":[0.0004227683,0.0001065948,0.008426227,0.0001130949,0.00006229812,0.00001379161,0.8506937,0.0009170894,0.01369219,0.0009340922,0.1245234,0.00009473031],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676323,0.01329231,0.009414088,0.00790083,0.0008874714,0.0001163301,0.000004475716,0.000008898481,0.0007433059],"genre_scores_gemma":[0.9973225,0.0001127889,0.001531879,0.00001458104,0.0001294589,0.000001674013,9.663299e-7,0.000002455629,0.0008836993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5805514,"threshold_uncertainty_score":0.1529589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149177427643852,"score_gpt":0.2871656186416384,"score_spread":0.2756738443651999,"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."}}