{"id":"W4413172534","doi":"10.21608/jsrep.2024.446199","title":"تطوير إدارة الأبنية التعليمية في الجامعات المصرية باستخدام الذكاء الاصطناعي: تصور مقترح في ضوء تجارب بعض الجامعات الأجنبية.","year":2024,"lang":"ar","type":"article","venue":"التربية (الأزهر) مجلة علمية محکمة للبحوث التربوية والنفسية والاجتماعية)","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.005087662,0.008500493,0.007332052,0.005321532,0.003317451,0.003348108,0.008606493,0.008225754,0.01191671],"category_scores_gemma":[0.001312334,0.008995513,0.004590376,0.008943181,0.004138261,0.005454725,0.003091373,0.01315347,0.03440354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003269284,"about_ca_system_score_gemma":0.002673946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002247693,"about_ca_topic_score_gemma":0.001828121,"domain_scores_codex":[0.965813,0.001392353,0.007897781,0.009174601,0.004903163,0.01081903],"domain_scores_gemma":[0.9817707,0.002516894,0.001287115,0.009553278,0.001347225,0.003524788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002276317,0.003876462,0.003328807,0.01578696,0.01359065,0.01846211,0.01501077,0.01957334,0.0229364,0.3799232,0.4179817,0.08725332],"study_design_scores_gemma":[0.008941926,0.003627826,0.006330733,0.008528681,0.004988524,0.003878352,0.009064108,0.06411058,0.01849333,0.04917675,0.8039412,0.01891791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2683882,0.2201454,0.006805713,0.01389689,0.049228,0.01012977,0.005333357,0.02988998,0.3961827],"genre_scores_gemma":[0.9213089,0.01726187,0.006159058,0.001598105,0.00854064,0.001574226,0.001624263,0.002676834,0.03925615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6529207,"threshold_uncertainty_score":0.9985719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007185195671906467,"score_gpt":0.208856898955787,"score_spread":0.2016717032838805,"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."}}