{"id":"W4220787023","doi":"10.3390/land11030387","title":"Artisanal Products and Land-Use Land-Cover Change in Indigenous Communities: The Case of Mezcal Production in Oaxaca, Mexico","year":2022,"lang":"en","type":"article","venue":"Land","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Consejo Nacional de Ciencia y Tecnología","keywords":"Indigenous; Land cover; Corporate governance; Land grabbing; Production (economics); Commodity; Land use; Sustainability; Geography; Business; Natural resource economics; Economics; Ecology; Agriculture","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004174265,0.00007455771,0.0001251494,0.00004196709,0.0001522129,0.00001948556,0.0001125436,0.0000237884,0.0002403956],"category_scores_gemma":[0.000007610736,0.00004933472,0.00001056683,0.0002314587,0.00002728582,0.0002105941,0.0001995927,0.0001475501,0.000009009358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005160654,"about_ca_system_score_gemma":0.000006172347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1833939,"about_ca_topic_score_gemma":0.4047243,"domain_scores_codex":[0.9992682,0.0001592972,0.0001505448,0.000137878,0.0001199294,0.0001642008],"domain_scores_gemma":[0.9996738,0.00003717808,0.00005970748,0.0002041444,0.00000321605,0.0000219953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003929637,0.00007905868,0.9838469,0.00003295817,0.000004592876,0.00009521593,0.01412867,0.001258538,0.00002919825,0.00000113613,0.00002935275,0.0004550599],"study_design_scores_gemma":[0.000592748,0.0001152527,0.9937072,0.00002750298,0.00001185824,0.000523412,0.001112307,0.001519318,0.0001726447,0.00008368523,0.001997719,0.0001362955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988272,0.0001820348,1.14779e-7,0.0004529771,0.00008472205,0.0003489532,0.00002939941,0.000007137289,0.00006747977],"genre_scores_gemma":[0.9996415,0.00006494028,0.00000698853,0.0001214926,0.00004146397,0.00006990544,0.00001698932,0.000006401282,0.00003029467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2213304,"threshold_uncertainty_score":0.822044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02382119321548237,"score_gpt":0.2256534038040389,"score_spread":0.2018322105885565,"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."}}