{"id":"W3082249711","doi":"10.3390/su12177120","title":"The Practice of Co-Production through Biocultural Design: A Case Study among the Bribri People of Costa Rica and Panama","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Cocoa and Sweet Potato Agronomy","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Consejo Nacional de Ciencia y Tecnología","keywords":"Livelihood; Production (economics); Sustainability; Co-creation; Value (mathematics); Process (computing); Sociology; Traditional knowledge; Intangible cultural heritage; Cultural heritage; Knowledge management; Business; Geography; Indigenous; Marketing; Agriculture; Ecology; Computer science; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008892728,0.0001034118,0.0001737847,0.000002098337,0.0004326749,0.00004982034,0.0001705969,0.00003308478,0.00001193541],"category_scores_gemma":[0.002430863,0.00002909496,0.00005963039,0.0003765395,0.0003678308,0.0002270774,0.0001083984,0.0001171682,3.486607e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004230721,"about_ca_system_score_gemma":0.00003383552,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008027354,"about_ca_topic_score_gemma":0.001528851,"domain_scores_codex":[0.9984882,0.000621172,0.0002692616,0.0002729197,0.0001731089,0.0001752706],"domain_scores_gemma":[0.9979376,0.001169958,0.0001920275,0.0001178919,0.0005314115,0.00005110069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008033743,0.0007769483,0.8417124,0.000135516,0.0001281147,0.00008451767,0.1009817,0.00005955258,0.002155518,0.0003729477,0.001500548,0.0512889],"study_design_scores_gemma":[0.0001795256,0.0009733138,0.5650589,0.000002566847,0.00006789546,0.00006415748,0.4275805,0.00007174937,0.0007998485,0.0004625549,0.004626709,0.0001122585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783674,0.000154093,0.00001619685,0.01999381,0.00002543239,0.001366563,0.000002968951,0.00001655682,0.00005694575],"genre_scores_gemma":[0.9997953,0.00001830768,0.00002383869,0.00004806987,0.00006076946,0.00003367935,0.000001959379,6.051609e-7,0.00001749507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3265989,"threshold_uncertainty_score":0.9985783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02502006446567999,"score_gpt":0.2781591035109469,"score_spread":0.2531390390452669,"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."}}