{"id":"W4285540813","doi":"10.2139/ssrn.3951499","title":"Cooperation in the Commons: Community-based Rangeland Management in Namibia","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"Millennium Challenge Corporation","keywords":"Commons; Rangeland; Rangeland management; Environmental resource management; Agroforestry; Natural resource economics; Geography; Business; Environmental planning; Environmental science; Ecology; Economics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001058702,0.000110857,0.0001163552,0.0004265918,0.002828191,0.001507154,0.0007663176,0.0007417783,0.004057441],"category_scores_gemma":[0.001165791,0.00007844559,0.00007032123,0.0006852036,0.001529497,0.001319762,0.002830805,0.000361614,0.0001094107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002995811,"about_ca_system_score_gemma":0.004908721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07505607,"about_ca_topic_score_gemma":0.2739254,"domain_scores_codex":[0.9993144,0.0003006324,0.00001223809,0.00003204358,0.00004026712,0.0003003963],"domain_scores_gemma":[0.9991108,0.0001646209,0.0001425298,0.00002519934,0.00005233146,0.0005046111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001094116,0.001062591,0.4083816,0.0008402013,0.0001163047,0.009454899,0.1337586,0.003777646,0.009712269,0.06552853,0.01622663,0.3500466],"study_design_scores_gemma":[0.00007459184,0.0003811901,0.6463063,0.0003976208,0.00006458515,0.0008778404,0.2627689,0.005170892,0.0007203971,0.01095126,0.07224122,0.00004500436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694398,0.0007294745,0.0004802311,0.004134578,0.00003137689,0.00005825339,0.00005881171,0.000007390699,0.02506002],"genre_scores_gemma":[0.99749,0.0001370142,0.000231507,0.00009071912,0.000005368959,0.00002127476,0.00001133168,0.000001304967,0.002011432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07505607,"threshold_uncertainty_score":0.1492384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009896709035742305,"score_gpt":0.2301209192899724,"score_spread":0.2202242102542301,"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."}}