{"id":"W3100139588","doi":"10.18280/ijdne.150511","title":"Modeling of Runoff in the Arid Regions Using Remote Sensing and Geographic Information System (GIS)","year":2020,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Anbar","keywords":"Surface runoff; Infiltration (HVAC); Environmental science; Arid; Hydrology (agriculture); Runoff model; Runoff curve number; Geographic information system; Water balance; Remote sensing; Water resources; Soil science; Geology; Geography; Meteorology; Geotechnical 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":[0.0003196741,0.00005981597,0.000107388,0.00004286955,0.00004410245,0.00004742577,0.0001306973,0.00008198681,0.000001011245],"category_scores_gemma":[0.00002771789,0.00002409303,0.00004709683,0.0001168595,0.00001919149,0.0002241165,0.00001273371,0.0002340779,1.022399e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001255899,"about_ca_system_score_gemma":0.000009375237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008251752,"about_ca_topic_score_gemma":0.00004045044,"domain_scores_codex":[0.999305,0.00004064386,0.0003036455,0.00005289336,0.0002372236,0.00006064233],"domain_scores_gemma":[0.9995689,0.00007515557,0.0001559988,0.00001428912,0.0001501407,0.00003553151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004290512,0.0002343291,0.05463168,0.0003638273,0.0008190814,0.000568792,0.01970635,0.312701,0.1715235,0.0152747,0.0002353224,0.4196509],"study_design_scores_gemma":[0.0002186253,0.00007610142,0.005680812,0.0001059652,0.00001917278,0.0001742829,0.001485279,0.9917223,0.00003490572,0.0003687521,0.0000611557,0.0000526492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969468,0.0001861644,0.02803267,0.002084217,0.0001292891,0.00005810949,0.000005837841,0.000004235544,0.00003148285],"genre_scores_gemma":[0.9977016,0.0002261046,0.00144545,0.0005328229,0.00008670401,3.435102e-8,0.000006536452,4.647256e-7,2.582136e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6790214,"threshold_uncertainty_score":0.1016965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02624571659451468,"score_gpt":0.2265431155348357,"score_spread":0.2002973989403211,"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."}}