{"id":"W6944061320","doi":"10.18280/ijsdp.200635","title":"Urban Distortion in Classifying Urban Areas Through Residential Zone Redistricting and Land Management Challenges in Najaf City: Diagnosis and Treatment Using GIS to Achieve Sustainability","year":2025,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Distortion (music); Redistricting; Land use; Land-use planning; Land management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001237025,0.0004525078,0.0003536917,0.005606939,0.0007462857,0.001355106,0.0006035031,0.0003246385,0.0009920133],"category_scores_gemma":[0.002344263,0.0002937591,0.0004813039,0.00485682,0.001311302,0.0006958111,0.001363573,0.0003825161,0.0001462831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001887888,"about_ca_system_score_gemma":0.001123899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02534058,"about_ca_topic_score_gemma":0.04687519,"domain_scores_codex":[0.9990653,0.0001777153,0.0001236515,0.00009143541,0.0004059419,0.0001359688],"domain_scores_gemma":[0.9989682,0.000192544,0.000400966,0.00007659369,0.000295203,0.00006641298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008583559,0.00005107813,0.9669754,0.00008025701,0.00003445502,0.0007323858,0.004334404,0.00114389,0.0007358661,0.0006324398,0.0003458063,0.02484833],"study_design_scores_gemma":[0.000003062718,0.00007187264,0.9656104,0.00004302854,0.0000320939,0.001110503,0.02423692,0.005464454,0.0008218813,0.0005207067,0.002060924,0.00002422422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950624,0.0002439939,0.00160998,0.0001457415,0.000009697705,0.00009631302,0.0003200032,0.00002204359,0.002489859],"genre_scores_gemma":[0.99678,0.0001847766,0.002367391,0.00001020612,0.000006543007,0.0000391129,0.0002267495,0.000004251031,0.0003809895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02534058,"threshold_uncertainty_score":0.05038619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03072948236070939,"score_gpt":0.2789236661586425,"score_spread":0.2481941837979331,"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."}}