{"id":"W3196893064","doi":"10.18280/ijsdp.160402","title":"Problematic Soil Risk Assessment Approach for Sustainable Spatial Suitability of Urban Land Use in New Cities by Using GIS and Remote Sensing: A Case Study of New East Port Said City","year":2021,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Port (circuit theory); Land use; Environmental science; Remote sensing; Environmental planning; Environmental engineering; Geography; Civil engineering; Engineering","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":[0.001341655,0.0001397049,0.0003812053,0.0001681543,0.0001210533,0.0001083341,0.0001001832,0.00005100861,0.0000254605],"category_scores_gemma":[0.000409837,0.0001231535,0.00005159681,0.0002050451,0.00005549865,0.000471661,0.0001864852,0.0001509836,1.459373e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000334105,"about_ca_system_score_gemma":0.0004978957,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04069163,"about_ca_topic_score_gemma":0.001416326,"domain_scores_codex":[0.9982558,0.0001064661,0.0007330461,0.0002188375,0.0004490498,0.0002367809],"domain_scores_gemma":[0.9987968,0.0001797771,0.0004894569,0.00008523613,0.0003333536,0.0001154028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001754132,0.0002247292,0.9620854,0.0001548302,0.0002094566,0.001618678,0.0236839,0.006755271,0.00003268987,0.000005396615,0.0000963877,0.004957838],"study_design_scores_gemma":[0.004579568,0.0002987421,0.4141134,0.0001974541,0.000247796,0.001108723,0.5317481,0.04504675,0.000398133,0.001617696,0.0002670221,0.0003766951],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787195,0.000117443,0.02078347,0.00004048518,0.000022271,0.0002462335,0.000004042332,0.000002460015,0.00006405985],"genre_scores_gemma":[0.9777196,0.000008204755,0.02162765,0.000008815182,0.00002640123,6.202611e-7,0.00001163886,0.000006565911,0.0005905041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.547972,"threshold_uncertainty_score":0.9656965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036490293836492,"score_gpt":0.2707833827188746,"score_spread":0.2404184797805097,"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."}}