{"id":"W2056213624","doi":"10.5751/es-04531-170109","title":"Managing Rangeland as a Complex System: How Government Interventions Decouple Social Systems from Ecological Systems","year":2012,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Environmental resource management; Ecological systems theory; Rangeland; Government (linguistics); Ecology; Social system; Rangeland management; Psychological intervention; Geography; Environmental planning; Business; Environmental science; 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":[0.0006139748,0.0001869298,0.0003599703,0.00001101418,0.0006890604,0.00007882661,0.0001793413,0.0002457807,0.0006709108],"category_scores_gemma":[0.00001423224,0.0001623364,0.0001911098,0.00007426494,0.000232802,0.0002183374,0.0003467893,0.0001702443,0.0002592216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000376934,"about_ca_system_score_gemma":0.000004622187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003243697,"about_ca_topic_score_gemma":0.0001590664,"domain_scores_codex":[0.9984962,0.0002299875,0.0002466916,0.0003205976,0.000191515,0.0005149976],"domain_scores_gemma":[0.9993879,0.0001691153,0.0001682677,0.0001316498,0.000005457651,0.0001376375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003387485,0.0004179623,0.8278133,0.0002656042,0.0004783122,0.00001711053,0.002397979,0.0001859677,0.0001744043,0.007295508,0.1605003,0.0004197029],"study_design_scores_gemma":[0.0008144369,0.0001209266,0.95898,0.00001615511,0.0001557554,0.00001924271,0.009094591,0.005060995,0.000001256669,0.00009042733,0.02542737,0.0002188786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820915,0.0004557053,0.0009315726,0.0007452904,0.001332851,0.0006353039,0.00003711753,0.0000947743,0.01367589],"genre_scores_gemma":[0.9958343,0.00006543721,0.0001629938,0.0001429735,0.0003211198,0.0002036848,0.00003404924,0.00001280654,0.003222636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1350729,"threshold_uncertainty_score":0.7346002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228153506344092,"score_gpt":0.2397201729775246,"score_spread":0.2169048223431154,"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."}}