{"id":"W4412546844","doi":"10.21608/jealex.2025.366605.1091","title":"آثار الصور النمطية والتوجهات العرقية على تقبل الأقران وتفضيلات المعلمين لدى الأطفال العرب في مرحلة رياض الأطفال","year":2025,"lang":"ar","type":"article","venue":"Mağallaẗ Kulliyyaẗ Al-Tarbiyyaẗ, Ǧāmiʿaẗ Al-Iskandariyyaẗ/Mağallaẗ Kulliyyaẗ Al-Tarbiyyaẗ, Ǧāmiʿaẗ Al-Iskandariyyaẗ","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002297322,0.0009146206,0.0005239969,0.001388661,0.003263099,0.008126192,0.0008462096,0.002425354,0.3191687],"category_scores_gemma":[0.007590559,0.0007968825,0.0005707804,0.001762407,0.003573849,0.003412215,0.003554421,0.004506063,0.3011343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002585077,"about_ca_system_score_gemma":0.006748591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003507521,"about_ca_topic_score_gemma":0.004065861,"domain_scores_codex":[0.9971485,0.0004870469,0.0002458914,0.0003466067,0.001398806,0.0003731012],"domain_scores_gemma":[0.9953922,0.0009482377,0.0003926395,0.0005716434,0.002086163,0.0006091726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001405071,0.000512265,0.006057582,0.002194852,0.00006311989,0.002684328,0.01923211,0.0005839047,0.06313094,0.1549468,0.28117,0.468019],"study_design_scores_gemma":[0.00002384309,0.00009961023,0.006740043,0.0004314221,0.00001442008,0.0008866072,0.007720952,0.0001002796,0.01041063,0.007944753,0.9655726,0.00005496694],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02450962,0.00364863,0.0125469,0.0110109,0.004317301,0.0005396202,0.001326201,0.001110671,0.9409901],"genre_scores_gemma":[0.08033235,0.005539296,0.01702064,0.003030275,0.0008364018,0.0008646763,0.001640759,0.00189832,0.8888373],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3191687,"threshold_uncertainty_score":0.9711233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00690549491910659,"score_gpt":0.241197917721274,"score_spread":0.2342924228021674,"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."}}