{"id":"W2326802098","doi":"10.5751/es-04662-170117","title":"A Typology of Benefit Sharing Arrangements for the Governance of Social-Ecological Systems in Developing Countries","year":2012,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Water Research Commission","keywords":"Typology; Corporate governance; Ecology; Ecological systems theory; Developing country; Business; Environmental resource management; Political science; Regional science; Geography; Economics; 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":[0.0003859013,0.00004075978,0.0001039059,0.000003805939,0.0001761335,0.000002595264,0.00009395633,0.00006878431,0.00008095973],"category_scores_gemma":[0.00001043349,0.00003028578,0.0000320966,0.0000485579,0.0002553386,0.00003539125,0.0001769745,0.00003140683,0.000002069864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006711297,"about_ca_system_score_gemma":0.000003273906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001381965,"about_ca_topic_score_gemma":0.0002101299,"domain_scores_codex":[0.9996098,0.00001159313,0.000113385,0.00008021378,0.00004909217,0.0001359015],"domain_scores_gemma":[0.9997326,0.0001222029,0.00008967153,0.00004001555,0.000006516706,0.000009029803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000727788,0.00002608734,0.9894251,0.00003382125,0.00002542088,3.888168e-8,0.003407281,0.00005974204,0.00001379977,0.006474218,0.000465595,0.00006165219],"study_design_scores_gemma":[0.0002241843,0.00001745629,0.9816537,0.000002583941,0.00001407373,1.791609e-7,0.00198061,0.0002633884,0.00000830175,0.0001119349,0.0156895,0.00003403945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978696,0.0001806479,0.00006404155,0.001077023,0.0001144909,0.0002001968,0.00000642284,0.000002769149,0.0004848174],"genre_scores_gemma":[0.9989986,0.0002147874,0.0001544898,0.0003369573,0.00001524106,0.00001735148,0.000001225468,0.000001224598,0.0002600701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01522391,"threshold_uncertainty_score":0.1354694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02087192642502584,"score_gpt":0.2276998993297755,"score_spread":0.2068279729047497,"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."}}