{"id":"W2362163233","doi":"","title":"Estimating Status and Potential Degree of Desertification in Gan su Province Based on RS and GIS","year":2003,"lang":"en","type":"article","venue":"","topic":"Remote Sensing and Land Use","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Desertification; Arid; China; Physical geography; Field survey; Geography; Environmental science; Scale (ratio); Remote sensing; Cartography; Geology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004281307,0.0001672911,0.0001473907,0.001616299,0.0001426745,0.0003057142,0.0001572289,0.00008146221,0.0004571261],"category_scores_gemma":[0.00101953,0.0001271675,0.0001380521,0.001133923,0.0002314041,0.0002230547,0.0002062273,0.00007736277,0.00006091625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006530838,"about_ca_system_score_gemma":0.0004414258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08981099,"about_ca_topic_score_gemma":0.1554186,"domain_scores_codex":[0.9997401,0.0001064575,0.00001660975,0.00002820423,0.00007183017,0.00003684901],"domain_scores_gemma":[0.9995275,0.0001412,0.0001132481,0.00003485605,0.0001281129,0.00005516714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008124895,0.00001442511,0.9812026,0.00001877154,0.00002814062,0.00009537359,0.0003119254,0.002376034,0.001037361,0.0001313816,0.0002077808,0.01449495],"study_design_scores_gemma":[0.000006129891,0.0000421146,0.9900564,0.000004659472,0.00001113001,0.00006216381,0.0004759649,0.008644908,0.0002574055,0.00007381227,0.0003607821,0.000004510158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987528,0.00001538682,0.0002520338,0.000009205079,3.238596e-7,0.000008398889,0.0001727086,0.00001265977,0.0007765152],"genre_scores_gemma":[0.9990552,0.00001534686,0.0005811739,0.000001329964,5.661805e-7,0.000006103302,0.000219218,8.712424e-7,0.000120055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08981099,"threshold_uncertainty_score":0.1785765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02098526847374134,"score_gpt":0.2142771745075323,"score_spread":0.1932919060337909,"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."}}