{"id":"W4301434935","doi":"10.31899/pgy2000.1006","title":"The School Environment in Egypt: A Situation Analysis of Public Preparatory Schools","year":2000,"lang":"en","type":"report","venue":"","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cairo University; Ain Shams University","keywords":"Quarter (Canadian coin); Preparatory school; Mathematics education; School education; Basic education; Public education; Medical education; Psychology; Pedagogy; Political science; Primary education; Geography; Medicine; Public administration","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003161006,0.0001210795,0.0003480235,0.0004179907,0.0003286616,0.00008712509,0.0002777504,0.0001697736,0.004046663],"category_scores_gemma":[0.001270352,0.00008821142,0.0001945981,0.0009707039,0.0002213122,0.0001125894,0.00003660044,0.0002107255,0.0001047511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009413802,"about_ca_system_score_gemma":0.002848869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005910815,"about_ca_topic_score_gemma":0.02564923,"domain_scores_codex":[0.9974977,0.0003629966,0.0005283923,0.0002608336,0.001108936,0.0002411753],"domain_scores_gemma":[0.9988829,0.0002198007,0.0003242302,0.0003438756,0.0001574564,0.00007166401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000015788,0.0006321139,0.447773,0.0000453498,0.005582631,0.000001812283,0.03468499,0.0002078641,0.00001315463,0.01939936,0.3786402,0.1130038],"study_design_scores_gemma":[0.00005108067,0.000007395725,0.1253563,0.00001443484,0.0002905951,4.900683e-8,0.01500074,0.00001137276,0.00000175723,0.000332965,0.8588114,0.0001219167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02380274,0.003387257,0.00001983106,0.003309175,0.000310494,0.0004877357,0.00000943078,0.00002508018,0.9686483],"genre_scores_gemma":[0.7096985,0.108188,0.00005338787,0.00009872765,0.0002940039,0.0002010996,0.00004980835,0.0000114974,0.1814049],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7872433,"threshold_uncertainty_score":0.9968638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06304127992788813,"score_gpt":0.3675672810906842,"score_spread":0.304526001162796,"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."}}