{"id":"W2929862818","doi":"10.5539/jsd.v12n2p56","title":"How Van Panchayat Rule Systems and Resource Use Influence People’s Participation in Forest Commons in the Indian Himalayas","year":2019,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Tokyo; Earthwatch Institute","keywords":"Livelihood; Forest management; Basal area; Context (archaeology); Commons; Geography; State forest; Socioeconomics; Agroforestry; Business; Environmental resource management; Forestry; Ecology; Sociology; Economics; Agriculture; 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":[0.001126808,0.0001078313,0.0001648987,0.0001907433,0.000144043,0.0002327899,0.0002475872,0.00004531514,0.00001573684],"category_scores_gemma":[0.00008531623,0.00007867813,0.00002147224,0.0004116746,0.00005040443,0.0005416784,0.0002265365,0.0001686836,0.000009389058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005111604,"about_ca_system_score_gemma":0.00004726894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000898809,"about_ca_topic_score_gemma":0.001665565,"domain_scores_codex":[0.9986918,0.0001339191,0.0003189864,0.0001379071,0.0004107816,0.0003066023],"domain_scores_gemma":[0.9994352,0.00009111251,0.0002307136,0.000139555,0.0000365145,0.00006686259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002657322,0.0000709972,0.9716691,0.00005883269,0.0000075704,0.0001214645,0.0192719,0.008191905,0.00001234987,0.00004547605,0.000179823,0.0003440054],"study_design_scores_gemma":[0.000475701,0.00004311256,0.9039603,0.00004701829,0.000006489505,0.00001342911,0.05373928,0.0001387307,0.000004471244,0.00004238283,0.04143233,0.00009674382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997277,0.00005195913,0.00001721359,0.001931772,0.00003182933,0.0004710026,3.987567e-7,0.000003346378,0.0002154866],"genre_scores_gemma":[0.9981234,0.00001911801,0.00008223346,0.0001967691,0.000008309485,0.00001168799,0.000001893986,0.0000045259,0.001552053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0677088,"threshold_uncertainty_score":0.3208401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009540638070223798,"score_gpt":0.1951956773222328,"score_spread":0.185655039252009,"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."}}