{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"447a2847ad07","filters":{"venue":"Maǧallaẗ Rūḥ Al-Qawānīn /Maǧallaẗ Rūḥ Al-Qawānīn"}},"results":[{"id":"W4405163314","doi":"10.21608/las.2024.335810.1265","title":"إشكاليات التحول الرقمي في المرافق العامة دراسة مقارنة في ضوء القوانين: CRPA & Pour une République Numérique en France, CAD en Italie et Loi favorisant la transition numérique de l’administration publique au Canada Digital Transformation Challenges in Public Services A Comparative Study in Light of Laws: CRPA & For a Digital Republic in France- CAD in Italy and Law Promoting the Digital Transition of Public Administration in","year":2024,"lang":"ar","type":"article","venue":"Maǧallaẗ Rūḥ Al-Qawānīn /Maǧallaẗ Rūḥ Al-Qawānīn","topic":"Education, Law, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Art","authors":[{"name":"علياء على زکريا على","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03172486247626422,"gpt":0.3174188932956982,"spread":0.285694030819434,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001610341,0.0003275902,0.0002070464,0.001033179,0.004070192,0.01141331,0.0005535107,0.001890754,0.09495464],"category_scores_gemma":[0.006147053,0.0003635776,0.0001872815,0.002617767,0.004777908,0.002621558,0.001974312,0.004182188,0.0261128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01035506,"about_ca_system_score_gemma":0.01503639,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05952954,"about_ca_topic_score_gemma":0.08262461,"domain_scores_codex":[0.9974758,0.000459044,0.0001375064,0.0002158702,0.001249364,0.0004624414],"domain_scores_gemma":[0.9968675,0.001237874,0.0003332402,0.0001871822,0.0009986261,0.0003756097],"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":[0.0002899433,0.0003340746,0.01565947,0.0007424127,0.00002317993,0.001733946,0.130927,0.000806501,0.009466914,0.4258708,0.1025275,0.3116183],"study_design_scores_gemma":[0.00002263341,0.00006396529,0.04342656,0.0004525528,0.00001017042,0.000330605,0.08453014,0.0001398657,0.003930022,0.0100919,0.8569533,0.00004824322],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1068009,0.002196999,0.002293364,0.01742928,0.0006042288,0.0001743589,0.0004611083,0.0001330653,0.8699067],"genre_scores_gemma":[0.3964779,0.00397854,0.002930471,0.003715707,0.000250315,0.0004954571,0.0005533452,0.0003501929,0.5912482],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9404705,"threshold_uncertainty_score":0.3176549,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405163876","doi":"10.21608/las.2024.326783.1256","title":"تجربة كندا في إدارة احتياطيات النقد الأجنبي Canada experience In managing foreign exchange reserves","year":2024,"lang":"ar","type":"article","venue":"Maǧallaẗ Rūḥ Al-Qawānīn /Maǧallaẗ Rūḥ Al-Qawānīn","topic":"State Capitalism and Financial Governance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business","authors":[{"name":"على عبدالعظيم منشاوى","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02108431244077579,"gpt":0.2360858784310896,"spread":0.2150015659903138,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001175044,0.0002065012,0.0001423292,0.0005380887,0.007661512,0.006854429,0.0004250454,0.0009626953,0.06484884],"category_scores_gemma":[0.002905719,0.0002389929,0.0001444154,0.001185549,0.002442794,0.001680535,0.002338067,0.002461368,0.00888236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009969836,"about_ca_system_score_gemma":0.02609275,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3045971,"about_ca_topic_score_gemma":0.4956897,"domain_scores_codex":[0.9988738,0.0001810559,0.00004398677,0.00006265658,0.0004959955,0.0003425715],"domain_scores_gemma":[0.9982823,0.000349581,0.0001131215,0.00006706228,0.0004986291,0.0006893213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004933924,0.0006307538,0.0421491,0.0005042696,0.00002980699,0.00361328,0.3308168,0.002025807,0.01397681,0.1490937,0.1408172,0.3158491],"study_design_scores_gemma":[0.00001310901,0.00009875972,0.03933842,0.0002097069,0.000006853217,0.0003760088,0.2706024,0.0001597834,0.003105199,0.003085055,0.6829492,0.0000553799],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2823541,0.0007101823,0.001204466,0.01101233,0.0002051735,0.0001001602,0.000247485,0.0001374066,0.7040287],"genre_scores_gemma":[0.4294223,0.001536322,0.001743295,0.001239517,0.0000325624,0.00007101247,0.000254771,0.0001210917,0.5655792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6954029,"threshold_uncertainty_score":0.6056483,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}