{"id":"W2778970904","doi":"","title":"Landscape design for soir conservation under land use and climate change","year":2012,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Environmental science; Soil retrogression and degradation; Land use; Climate change; Land degradation; Soil water; Erosion; Soil science; Physical geography; Earth science; Geology; Geography; Ecology; Geomorphology","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":[0.0002363327,0.0002252056,0.0002905459,0.0004828539,0.0003936298,0.001565121,0.0005520386,0.0003993362,0.007108389],"category_scores_gemma":[0.0004557521,0.0001452715,0.0003749468,0.0005874682,0.0003942917,0.0005742277,0.0005815479,0.0002925489,0.0004906915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007447611,"about_ca_system_score_gemma":0.0004689942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003080558,"about_ca_topic_score_gemma":0.007863649,"domain_scores_codex":[0.9998049,0.00008911574,0.000006036746,0.00003843717,0.00004148866,0.00002002289],"domain_scores_gemma":[0.9998975,0.00002592652,0.0000107507,0.00002468039,0.00002733723,0.00001392339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001730592,0.0001152736,0.008419457,0.000493399,0.0001472905,0.0002562951,0.0006006893,0.4345997,0.02908043,0.1767914,0.008213148,0.3411098],"study_design_scores_gemma":[0.00005986829,0.0003717342,0.01894594,0.0001226981,0.0001585533,0.000601941,0.001205052,0.7348773,0.004351753,0.1161749,0.1230724,0.00005797577],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1313824,0.001619746,0.81559,0.001056241,0.000120482,0.0001917255,0.0006270247,0.001023355,0.04838913],"genre_scores_gemma":[0.7599036,0.000986654,0.2255062,0.0001328957,0.00004295088,0.0002301927,0.0005306891,0.0002610826,0.01240568],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007108389,"threshold_uncertainty_score":0.02377993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0480068783027115,"score_gpt":0.2343608351898726,"score_spread":0.1863539568871611,"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."}}