{"id":"W1988703512","doi":"10.1007/s12665-014-3060-9","title":"Research on eco-environmental vulnerability evaluation of the Anning River Basin in the upper reaches of the Yangtze River","year":2014,"lang":"en","type":"article","venue":"Environmental Earth Sciences","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Natural Science Foundation of China; McMaster University","keywords":"Vulnerability (computing); Vulnerability assessment; Drainage basin; Plateau (mathematics); Structural basin; Environmental science; Geography; Vegetation (pathology); Hydrology (agriculture); Population; Physical geography; Water resource management; Geology; Cartography; Geomorphology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009900569,0.0004314415,0.0002678235,0.003719504,0.000861806,0.001119688,0.0003502885,0.0002657712,0.001157729],"category_scores_gemma":[0.001365635,0.0001348644,0.0004617401,0.004460579,0.0005061822,0.00145733,0.0008553662,0.0002361099,0.00004452807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002318134,"about_ca_system_score_gemma":0.002030098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04436306,"about_ca_topic_score_gemma":0.07487013,"domain_scores_codex":[0.9994783,0.0001865982,0.00003623544,0.00006052644,0.0001195882,0.0001187167],"domain_scores_gemma":[0.9994917,0.0001444485,0.00007308205,0.00003312921,0.0001992691,0.00005851204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007986078,0.00009217517,0.888868,0.0002068202,0.0003901645,0.0009120427,0.002896509,0.03387603,0.002448535,0.01039266,0.0009130817,0.05892404],"study_design_scores_gemma":[0.000007197681,0.00005792715,0.9477896,0.00007179361,0.0001742665,0.0002401176,0.008926554,0.03223706,0.001259973,0.006271476,0.002934,0.00003002568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951904,0.0002942491,0.0007301218,0.0001976409,0.000002954861,0.00001595892,0.000164288,0.000008063997,0.003396257],"genre_scores_gemma":[0.999333,0.0001385086,0.0001776346,0.000009157226,0.000001683779,0.000007481342,0.00009222541,0.000001261659,0.0002391404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04436306,"threshold_uncertainty_score":0.08820969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0484236518033028,"score_gpt":0.2937250355769125,"score_spread":0.2453013837736097,"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."}}