{"id":"W2381603821","doi":"","title":"Present Situation and dynamic changes of Land Desertification in Chaoyang City","year":2007,"lang":"en","type":"article","venue":"Protection Forest Science and Technology","topic":"Remote Sensing and Land Use","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Forest Protection Limited (Canada)","funders":"","keywords":"Desertification; Geography; Environmental science; Physical geography; Environmental protection; Ecology; Biology","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":[0.0007501276,0.00004545121,0.00006613609,0.0005019777,0.0001221034,0.00001717208,0.00005809505,0.00006748526,0.000003980057],"category_scores_gemma":[0.000121312,0.00003572483,0.000003237966,0.0008095503,0.0003690587,0.0001152912,0.00001088074,0.00007904416,0.000001284581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006068692,"about_ca_system_score_gemma":0.00001931516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0019343,"about_ca_topic_score_gemma":0.03188981,"domain_scores_codex":[0.9994411,0.000008322637,0.00009701631,0.0001764582,0.0001295908,0.0001475394],"domain_scores_gemma":[0.9997501,0.00001741491,0.00005572858,0.00008110418,0.000066395,0.00002926262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001626776,0.000006680239,0.4594952,0.00001075755,8.176883e-7,9.676073e-7,0.000108515,0.00007232501,0.004669969,0.000103983,3.862511e-7,0.5355142],"study_design_scores_gemma":[0.0001229718,0.0001260089,0.9370012,0.0000155341,0.000001825713,0.00002382036,0.0001294934,0.05147817,0.005697802,0.005194222,0.0001563022,0.00005259724],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968353,0.0001655252,0.001399007,0.001130849,0.00004628632,0.0001879095,8.961739e-7,0.00002950409,0.000204744],"genre_scores_gemma":[0.999579,0.00008009103,0.0003083076,0.000006950566,0.000007673284,5.616301e-7,0.000001834279,7.886266e-7,0.000014846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5354616,"threshold_uncertainty_score":0.9857756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01792129444108458,"score_gpt":0.2340487917156599,"score_spread":0.2161274972745753,"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."}}