{"id":"W7114894623","doi":"10.20533/ijcdse.2042.6364.2025.0632","title":"Curriculum and Policies of the Computer Science and Engineering Track in Saudi Secondary Education: International Alignment and Early Challenges","year":2025,"lang":"","type":"article","venue":"International Journal for Cross-Disciplinary Subjects in Education","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Saud University","keywords":"Curriculum; Track (disk drive); Engineering education; Curriculum development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004385161,0.0001667211,0.0001353595,0.001024546,0.001834263,0.005447043,0.0006036432,0.000808441,0.002104103],"category_scores_gemma":[0.007481824,0.0001614713,0.0001300829,0.002104269,0.001264259,0.001545904,0.002664278,0.001134538,0.0003788737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01397921,"about_ca_system_score_gemma":0.0320167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06880187,"about_ca_topic_score_gemma":0.08256251,"domain_scores_codex":[0.997294,0.0007982239,0.0002591865,0.0002221933,0.0006034911,0.0008229307],"domain_scores_gemma":[0.9936793,0.0009121204,0.001458345,0.0002213312,0.002504685,0.001224329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003143764,0.0008500699,0.4495003,0.0006783688,0.00005229158,0.0009832426,0.07625244,0.003588918,0.005495896,0.169037,0.00504364,0.2882034],"study_design_scores_gemma":[0.00002837147,0.0003477501,0.6481425,0.0008589403,0.00003971734,0.0002117308,0.1937593,0.002624969,0.003411001,0.007169092,0.1433489,0.0000578304],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961701,0.0009071186,0.000752287,0.007688054,0.00006348469,0.00007605068,0.0001595692,0.000009012566,0.02864337],"genre_scores_gemma":[0.995294,0.0004460959,0.0006322281,0.0005268455,0.000007538986,0.0000257363,0.0001187822,0.000003624258,0.002945002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06880187,"threshold_uncertainty_score":0.1368028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361709348030158,"score_gpt":0.3550116841128947,"score_spread":0.3413945906325931,"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."}}