{"id":"W2283001951","doi":"10.5751/es-08009-210125","title":"Local knowledge production, transmission, and the importance of village leaders in a network of Tibetan pastoralists coping with environmental change","year":2016,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Colorado State University; National Science Foundation","keywords":"Pastoralism; Coping (psychology); Environmental change; Geography; Environmental resource management; Knowledge production; Livestock; Socioeconomics; Ecology; Climate change; Sociology; Environmental science; Psychology; Forestry; Knowledge management; Computer science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001698986,0.0001473234,0.0001823664,0.00138873,0.001628384,0.00202107,0.0004065876,0.0005336081,0.004839265],"category_scores_gemma":[0.00768284,0.0001739696,0.0001056142,0.001088694,0.001199721,0.0009704225,0.001756788,0.0003520845,0.0002530449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007365654,"about_ca_system_score_gemma":0.0007083977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267711,"about_ca_topic_score_gemma":0.01767194,"domain_scores_codex":[0.9992067,0.0004074867,0.00003328023,0.00008241148,0.00007339538,0.0001967617],"domain_scores_gemma":[0.9947839,0.002071285,0.001294494,0.0002019749,0.0005322376,0.001116137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002399276,0.0002389179,0.9168191,0.00007372842,0.0000806183,0.0005279522,0.04965921,0.000378122,0.001089918,0.0008394045,0.0006043646,0.02944871],"study_design_scores_gemma":[0.00002551508,0.0001922224,0.9297974,0.0000677398,0.00005607082,0.0001795663,0.06625681,0.001188225,0.0001263277,0.001074566,0.001019031,0.00001653096],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987497,0.00006897845,0.00007589026,0.00009960776,0.000002022135,0.000006182914,0.00002029911,0.000001006169,0.0009763362],"genre_scores_gemma":[0.999768,0.00002863394,0.00003738607,0.000006708222,0.000001614703,0.000003300201,0.00001424886,2.895528e-7,0.0001398042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01267711,"threshold_uncertainty_score":0.02520663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009596962272926475,"score_gpt":0.2049004544326885,"score_spread":0.1953034921597621,"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."}}