{"id":"W4378808140","doi":"10.18280/ijsdp.180513","title":"The Role of Landscape in Achieving Environmental Sustainability for Residential Areas in Egypt \"Slums Replacement Area Case Study\"","year":2023,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Environmental planning; Geography; Environmental protection; Environmental resource management; Business; Environmental science; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003248208,0.0000961917,0.0001664414,0.0004357155,0.0003163794,0.00009434397,0.0002389306,0.00004710752,0.00001024355],"category_scores_gemma":[0.0004612765,0.00007647918,0.00003530712,0.0001967127,0.00006701157,0.0002634076,0.0001269204,0.0001420978,2.56971e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004466836,"about_ca_system_score_gemma":0.0004273026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003081677,"about_ca_topic_score_gemma":0.000831155,"domain_scores_codex":[0.998373,0.0001164396,0.0005720003,0.0001357925,0.0004892059,0.0003135691],"domain_scores_gemma":[0.9989695,0.0004518333,0.0002578476,0.00004748081,0.0002168318,0.00005649648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005130922,0.0001373815,0.8159954,0.00002298038,0.0000989476,0.004426262,0.1627817,0.0003011601,0.000008321812,0.001006803,0.0001628277,0.01454507],"study_design_scores_gemma":[0.0008457049,0.00005718843,0.1937408,0.00006037191,0.00000503428,0.00003729117,0.793859,0.00006995493,0.00002992191,0.001172547,0.01003791,0.00008428905],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997469,0.0006956385,0.00001582285,0.0008388939,0.0001912135,0.0004225752,0.000001201853,0.000006262833,0.0003593815],"genre_scores_gemma":[0.9986309,0.0002072655,0.00008202362,0.000007168197,0.00007419308,0.00002511146,0.000004696029,0.000005891789,0.0009627568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6310772,"threshold_uncertainty_score":0.311873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924830823794271,"score_gpt":0.2975175337444952,"score_spread":0.2782692255065525,"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."}}