{"id":"W2724145211","doi":"10.5555/arwg.2.4.427x78v343476530","title":"Desert Ecosystems in the Eastern Province of Saudi Arabia—A Realistic Way to Improve Their Economic Value","year":2011,"lang":"en","type":"article","venue":"Arab world geographer","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overgrazing; Rangeland; Grazing; Biomass (ecology); Geography; Perennial plant; Vegetation (pathology); Agroforestry; Environmental science; Ecosystem; Environmental protection; Forestry; Ecology; Biology","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":[0.0001532136,0.0001402099,0.00009041548,0.0002042569,0.0006572605,0.0007119499,0.0001722242,0.0002029216,0.001537579],"category_scores_gemma":[0.0001783208,0.00004894336,0.00006739479,0.0003452403,0.00016294,0.0002737026,0.0003767399,0.0001130889,0.000213278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007924137,"about_ca_system_score_gemma":0.001300602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04810904,"about_ca_topic_score_gemma":0.133347,"domain_scores_codex":[0.9999497,0.00001529813,0.000003156009,0.000003191351,0.000008363942,0.00002032784],"domain_scores_gemma":[0.9999287,0.000005457604,0.00001989397,0.000004106147,0.00002232453,0.0000195391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006423822,0.0002659633,0.678691,0.000621422,0.0001904776,0.005113419,0.006020264,0.003570394,0.02968583,0.005526301,0.007382459,0.2622902],"study_design_scores_gemma":[0.00007516814,0.0004375309,0.8397098,0.000242255,0.00008779585,0.003654785,0.03852596,0.004146062,0.003663081,0.001693035,0.1077236,0.00004099797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993874,0.0008412328,0.0002707812,0.0006868837,0.00001626805,0.00001460197,0.0001859725,0.000006449764,0.004103884],"genre_scores_gemma":[0.9968034,0.0008189555,0.0009327152,0.0001300981,0.000008303568,0.00000508111,0.0001256758,0.000001259373,0.001174489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04810904,"threshold_uncertainty_score":0.09565806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201546468343247,"score_gpt":0.2030564739249911,"score_spread":0.1910410092415586,"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."}}