{"id":"W2995669863","doi":"10.5751/es-11222-240436","title":"Testing for consensus on Kyrgyz rangelands: local perceptions in Naryn oblast","year":2019,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Rangeland; Perception; Geography; Environmental resource management; Political science; Ecology; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.006101167,0.0001963363,0.0004386237,0.0008230846,0.001745704,0.001131011,0.0007157513,0.0004318737,0.001530715],"category_scores_gemma":[0.008760952,0.0001661251,0.0001996214,0.0007408695,0.003242406,0.00126714,0.002643167,0.0006124997,0.0001181278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001964654,"about_ca_system_score_gemma":0.001480161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0485314,"about_ca_topic_score_gemma":0.06715856,"domain_scores_codex":[0.9968224,0.00168513,0.0002105227,0.0003487493,0.0004282492,0.0005048969],"domain_scores_gemma":[0.994551,0.001892885,0.001453569,0.0003145799,0.001075753,0.0007121878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000464804,0.00009018795,0.8370244,0.0001698217,0.00008529553,0.0007287227,0.1377743,0.0005412159,0.002423548,0.001371623,0.001345734,0.01798034],"study_design_scores_gemma":[0.0000284064,0.000252342,0.8037594,0.00008992607,0.00002667812,0.0001191802,0.1914284,0.0007352944,0.0003863729,0.000716853,0.002429471,0.00002766556],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989197,0.00007385371,0.00006450869,0.0002395246,0.000005221624,0.000008403403,0.00003580249,0.000001642061,0.0006514099],"genre_scores_gemma":[0.999792,0.00002152638,0.00005420493,0.00001735156,0.000001537303,0.000004729197,0.00003653923,9.273709e-7,0.00007117577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0485314,"threshold_uncertainty_score":0.09649783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009449166040059494,"score_gpt":0.2226547586067562,"score_spread":0.2132055925666967,"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."}}