{"id":"W2372869722","doi":"","title":"LUCC,ET and VC study on Ejina natural oasis over 25 years","year":2014,"lang":"en","type":"article","venue":"Ganhanqu ziyuan yu huanjing","topic":"Remote Sensing and Land Use","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Land cover; Grassland; Remote sensing; Vegetation (pathology); Shrub; Land use; Environmental science; Spatial distribution; Physical geography; Inversion (geology); Evapotranspiration; Hydrology (agriculture); Geography; Geology; Geomorphology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005152934,0.0001871943,0.0002248785,0.0001212388,0.0001957472,0.0001693265,0.000134469,0.00006414001,0.0001405174],"category_scores_gemma":[0.00009023113,0.0001485224,0.00005189732,0.0001566097,0.00004865947,0.0001492832,0.00001534504,0.0002640194,0.0001881958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004383145,"about_ca_system_score_gemma":0.00001400847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001518099,"about_ca_topic_score_gemma":0.001581085,"domain_scores_codex":[0.9986084,0.0001752391,0.0001816097,0.0003844075,0.0003037903,0.0003466084],"domain_scores_gemma":[0.9992934,0.000218563,0.00006628036,0.0002620414,0.000019212,0.0001404501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008321775,0.0000574089,0.7954755,0.00001608443,0.00005289759,0.00005700372,0.002598628,0.0004038394,0.0001179195,0.00005302623,0.0008382972,0.2002461],"study_design_scores_gemma":[0.0006296453,0.0003164288,0.9863822,0.0000367864,0.00002492278,0.00001645371,0.0003967052,0.008104868,0.00002416602,0.0001125592,0.00372976,0.0002254803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910894,0.0001438266,0.00002704478,0.0001191012,0.0005982224,0.0001463307,0.000007982003,0.00008573116,0.00778238],"genre_scores_gemma":[0.9984314,0.00001976614,0.0001768282,0.0007061234,0.000215971,1.21174e-7,0.00001966365,0.00000936806,0.0004207582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2000207,"threshold_uncertainty_score":0.6056569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110474426278462,"score_gpt":0.2291562287752814,"score_spread":0.2180514845124968,"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."}}