{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007357958,0.000584473,0.0003436008,0.001724977,0.001330613,0.001576199,0.0009292088,0.0008792932,0.001255777],"category_scores_gemma":[0.001147391,0.0003515969,0.0008406474,0.002609445,0.001023564,0.001168724,0.001424904,0.000697118,0.0001109757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002784553,"about_ca_system_score_gemma":0.001264418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05646682,"about_ca_topic_score_gemma":0.1170864,"domain_scores_codex":[0.999456,0.0002328589,0.00002828601,0.00004913396,0.0001369683,0.0000967618],"domain_scores_gemma":[0.9993865,0.0002661175,0.00009675242,0.00004895221,0.0001221017,0.00007945328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005125963,0.001889237,0.4668349,0.0006316483,0.0004179637,0.08956646,0.01942387,0.2767303,0.007927905,0.02112755,0.00656269,0.1083749],"study_design_scores_gemma":[0.0001058597,0.000555991,0.2474528,0.0002047633,0.0004328947,0.006748124,0.1185137,0.5870423,0.00822234,0.008724293,0.02169855,0.0002983789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909099,0.0001193328,0.003801268,0.0003912628,0.000006584895,0.00009347859,0.0001904909,0.00002779307,0.004459974],"genre_scores_gemma":[0.9923462,0.000317297,0.005404154,0.00002521738,0.000005641228,0.00004389278,0.0001518969,0.00001241754,0.001693252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05646682,"threshold_uncertainty_score":0.1122763,"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."}}