{"id":"W2547800017","doi":"10.5539/mas.v11n1p168","title":"The Effect of Land Use Changes on Desertification Hazard (Case Study: Maraveh Tappeh Region of Golestan Province, Iran)","year":2016,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Desertification; Rangeland; Arid; Hazard; Environmental science; Land use; Land degradation; Physical geography; Land area; Geography; Forestry; Agroforestry; Geology; Ecology; Agricultural science","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":[0.0003474188,0.000207315,0.0001294505,0.0007638063,0.0004275448,0.0004033721,0.0003275128,0.0002890126,0.001007301],"category_scores_gemma":[0.0006463687,0.00008703149,0.0003094613,0.0008538943,0.0003416126,0.0002800822,0.0003628397,0.0002289594,0.00006906793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009701669,"about_ca_system_score_gemma":0.0007689444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05026989,"about_ca_topic_score_gemma":0.08190365,"domain_scores_codex":[0.9998122,0.00004288114,0.000007749528,0.00002468085,0.00004437705,0.00006818307],"domain_scores_gemma":[0.9996866,0.00009031388,0.0000910553,0.00002094394,0.00005812353,0.00005299627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001972433,0.0002848077,0.9409544,0.0001061068,0.0001072621,0.008066639,0.001338721,0.01964901,0.002096753,0.0006351754,0.001356652,0.02520712],"study_design_scores_gemma":[0.00001999986,0.0002165618,0.9696224,0.00002164174,0.00005785518,0.0009343687,0.005107755,0.02094603,0.001138618,0.0003332544,0.001583458,0.00001808916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991378,0.00004403336,0.0000811614,0.00005053946,0.000002291625,0.000007877637,0.0001585686,0.000004746256,0.0005129596],"genre_scores_gemma":[0.9995084,0.00005725069,0.0001441755,0.000005476443,0.000003242554,0.000004340908,0.0001178014,8.412377e-7,0.0001585297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05026989,"threshold_uncertainty_score":0.09995461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02371087169841385,"score_gpt":0.2389068280344144,"score_spread":0.2151959563360006,"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."}}