{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003182304,0.00007039372,0.0001595476,0.000005513878,0.00007872152,9.847786e-7,0.00005373769,0.0000623867,0.000150053],"category_scores_gemma":[0.000003279496,0.00003774304,0.00002486893,0.00005913096,0.001752865,0.00007410379,0.00005004285,0.00004780951,0.000001474342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003158798,"about_ca_system_score_gemma":0.000003819828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001677033,"about_ca_topic_score_gemma":0.0005788976,"domain_scores_codex":[0.9994355,0.00007034886,0.0001333066,0.0001717577,0.00004291721,0.000146151],"domain_scores_gemma":[0.9997591,0.00006881241,0.00007240728,0.00007393881,0.000001688983,0.0000240478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007605402,0.00004213714,0.9902654,0.00002075236,0.00002195712,7.525199e-7,0.005232707,0.0000178387,0.0002098485,0.0002564108,0.001908993,0.001947102],"study_design_scores_gemma":[0.0012897,0.0001227743,0.9940068,0.00001520339,0.00001571623,0.000003885906,0.0008011223,0.00006258409,0.00005183824,0.0003017703,0.003265597,0.00006300779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963152,0.0004171372,0.000299218,0.002333428,0.00004102688,0.0003025977,0.000001045162,0.00000398836,0.0002863305],"genre_scores_gemma":[0.9987251,0.0006463719,0.0001464781,0.0001571041,0.00002199126,0.00003125133,8.503297e-7,0.000003985389,0.0002669293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004431585,"threshold_uncertainty_score":0.6458503,"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."}}