{"id":"W4285153966","doi":"10.21608/jkfb.2022.236582","title":"مستقبل التربية العملية في مصر والوطن العربي في ضوء متغيرات تعليم الطوارئ والتحول الرقمي: رؤية استشرافية The Future of Practicum in Egypt and the Arab World in Light of Emergency Education and Digital Transformation: A Forward-Looking Vision","year":2022,"lang":"ar","type":"article","venue":"Mağallaẗ Al-Tarbiyyaẗ wa Ṯaqāfiẗ Al-Ṯifl","topic":"Emergency Medicine Education and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Practicum; Status quo; Turning point; Political science; Public relations; Medical education; Mathematics education; Psychology; Medicine; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00656951,0.001195286,0.001956501,0.001975762,0.000986814,0.0001700123,0.001180722,0.0004085317,0.004418429],"category_scores_gemma":[0.0009611859,0.0008498916,0.0005820675,0.00455015,0.0008864571,0.001001447,0.0006097302,0.003299494,0.00005748759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005644108,"about_ca_system_score_gemma":0.002121088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001821607,"about_ca_topic_score_gemma":0.001935275,"domain_scores_codex":[0.9880304,0.00178099,0.003846331,0.001550038,0.003100115,0.001692165],"domain_scores_gemma":[0.9940289,0.001033098,0.001579957,0.001822173,0.0008282677,0.000707608],"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":[0.01223355,0.01555656,0.1453789,0.008768546,0.002404766,0.000215874,0.2591235,0.001242145,0.00982307,0.01659389,0.3187247,0.2099345],"study_design_scores_gemma":[0.01846158,0.002901772,0.09028122,0.003345064,0.001191572,0.0004800761,0.1527487,0.01133372,0.001100587,0.00231392,0.7137706,0.002071134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7438579,0.03802661,0.00002971249,0.1841516,0.006368552,0.005033954,0.0001347218,0.00007588176,0.02232104],"genre_scores_gemma":[0.9723837,0.01461262,0.000141441,0.002013225,0.00164425,0.000611308,0.0002347303,0.0001835732,0.00817512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.395046,"threshold_uncertainty_score":0.9993952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736565865908137,"score_gpt":0.3458607659300866,"score_spread":0.3284951072710052,"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."}}