{"id":"W3004062726","doi":"10.21608/jes.2018.21063","title":"EVALUATION OF SLUM AREAS DEVELOPMENT EXPERIMENT IN GREAT CAIRO REGION AND ITS ECONOMICAL AND ENVIRONMENTAL OUTCOME AN APPLIED STUDY ON MONSHAAT NASSER QUARTER","year":2018,"lang":"en","type":"article","venue":"Journal of Environmental Science","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Slum; Human settlement; Population; Poverty; Population growth; Urbanization; Developing country; Quarter (Canadian coin); Development economics; Economic growth; Socioeconomics; Economics; Demography; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.002706788,0.0001278621,0.0001961795,0.0001690416,0.0002900554,0.00003889712,0.0002088595,0.00004910027,0.00009824168],"category_scores_gemma":[0.00002122676,0.0001042142,0.0000189869,0.0000690801,0.0006981666,0.0004709964,0.00008544508,0.00009664249,0.000006220207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008019978,"about_ca_system_score_gemma":0.00009432916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001656463,"about_ca_topic_score_gemma":0.0001254927,"domain_scores_codex":[0.9977915,0.0001574838,0.0004372419,0.0002796447,0.0011076,0.0002265079],"domain_scores_gemma":[0.9994244,0.00002974061,0.0002414386,0.00009104082,0.00001276421,0.0002006432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002919575,0.002890761,0.69011,0.000006704338,0.00006342873,0.00002025435,0.1767266,0.0000279413,0.08394331,0.0003837215,0.00004397887,0.0454913],"study_design_scores_gemma":[0.001017,0.0005619396,0.9461946,0.00001696513,0.00001844233,0.000007470579,0.04569034,0.00009953994,0.006047594,0.0000607546,0.0001378362,0.000147496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984241,0.0001596143,0.000001793021,0.0001700092,0.0001212826,0.0003569559,9.403273e-7,0.000002414876,0.0007628541],"genre_scores_gemma":[0.9996855,0.00008253923,0.00009872478,0.00003112734,0.00005241644,0.000007756854,4.422002e-7,0.000005148971,0.00003633444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2560846,"threshold_uncertainty_score":0.424973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0832438083225234,"score_gpt":0.3265575787671444,"score_spread":0.243313770444621,"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."}}