{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002081409,0.00009130035,0.0001498456,0.001380658,0.00048341,0.0005459751,0.0001434705,0.0002306388,0.0007523592],"category_scores_gemma":[0.000350213,0.00009699444,0.0001163923,0.001651954,0.0005004923,0.0003873417,0.0003324261,0.0001661677,0.00004804268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001489911,"about_ca_system_score_gemma":0.0006923533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0834391,"about_ca_topic_score_gemma":0.1457113,"domain_scores_codex":[0.9998809,0.00001679687,0.00001122113,0.00002429186,0.00002404685,0.00004271824],"domain_scores_gemma":[0.9996732,0.00003282439,0.0001016718,0.00001350873,0.00009658257,0.00008225596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006916964,0.00002032248,0.9889612,0.00002980197,0.00004592293,0.0003795539,0.001240084,0.0006836154,0.001760361,0.0004182992,0.0002407493,0.006150958],"study_design_scores_gemma":[0.000001012924,0.00001068797,0.9983556,0.000002535204,0.000008660591,0.00008999044,0.0007736504,0.0002157766,0.00006853676,0.00003085899,0.0004379061,0.000004855206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991252,0.0001168342,0.0000441548,0.00004624754,9.431519e-7,0.000001757053,0.0001361107,0.000002885893,0.0005258794],"genre_scores_gemma":[0.9996201,0.00008958535,0.00003505842,0.000005313578,0.000002020364,0.000001314393,0.0001441736,3.484874e-7,0.0001021626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0834391,"threshold_uncertainty_score":0.1659069,"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."}}