{"id":"W3044363798","doi":"10.21608/deu.2020.102195","title":"الثورة الصناعیة الرابعة وتطویر الجاهزیة التکنولوجیة فی التعلیم الإعدادی فی إیرلندا وکندا وألمانیا وإنجلترا وإمکانیة الإفادة منها فی تطویر الجاهزیة التکنولوجیة بالمدارس الإعدادیة فی مصر","year":2020,"lang":"ar","type":"article","venue":"دراسات فى التعلیم الجامعى","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":[0.007938142,0.007356538,0.007758422,0.002766564,0.003890975,0.004682082,0.01592763,0.004096651,0.005367485],"category_scores_gemma":[0.006742288,0.007801367,0.004313421,0.01094911,0.003149226,0.006564174,0.00557118,0.008709169,0.02593414],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002400634,"about_ca_system_score_gemma":0.007448946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001919682,"about_ca_topic_score_gemma":0.0004625368,"domain_scores_codex":[0.956452,0.004262561,0.008456329,0.01181133,0.008817825,0.0102],"domain_scores_gemma":[0.9659397,0.005423471,0.004512817,0.01036555,0.003665169,0.0100933],"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":[0.003619696,0.01153428,0.02608422,0.006756288,0.006043215,0.005095616,0.07262095,0.003336486,0.04677825,0.13049,0.4886917,0.1989493],"study_design_scores_gemma":[0.01102762,0.004358424,0.007336206,0.002738505,0.002123431,0.0008683284,0.005787174,0.03704914,0.018623,0.01120669,0.8867201,0.01216141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3349733,0.06805497,0.1310854,0.2063986,0.09501241,0.02270581,0.0051461,0.01276883,0.1238545],"genre_scores_gemma":[0.4983012,0.01235602,0.3477824,0.06041683,0.03741917,0.002666631,0.001895288,0.003175413,0.03598705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3980284,"threshold_uncertainty_score":0.9995636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.146117293465087,"score_gpt":0.3329966906881211,"score_spread":0.1868793972230341,"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."}}