{"id":"W2059758031","doi":"10.5751/es-05595-180321","title":"Responding to Globalization: Impacts of Certification on Colombian Small-Scale Coffee Growers","year":2013,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":203,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Sustainability; Business; Livelihood; Price premium; Work (physics); Globalization; Scale (ratio); Agriculture; Environmental resource management; Natural resource economics; Economics; Geography; Ecology; Market economy","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":[0.0003660336,0.0001146772,0.0001856987,0.0000795471,0.0002945702,0.00009885348,0.0001126887,0.0001646042,0.0001232005],"category_scores_gemma":[0.0002410099,0.0001113945,0.00008769418,0.00056556,0.0001320319,0.0003292875,0.00006008043,0.00008244482,0.00004863774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070812,"about_ca_system_score_gemma":0.00003042646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005357982,"about_ca_topic_score_gemma":0.0001658598,"domain_scores_codex":[0.999186,0.0000277506,0.0002032307,0.0002104121,0.00009616434,0.0002764821],"domain_scores_gemma":[0.9994506,0.00006733435,0.0001177427,0.000130974,0.0001967324,0.00003659137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009582728,0.0003114441,0.8889897,0.0002741173,0.00008657817,0.000001302038,0.006583741,0.00007074773,0.0009711116,0.05903064,0.04243017,0.001154606],"study_design_scores_gemma":[0.0003470068,0.00006179962,0.9798686,0.00001376463,0.00003325105,3.230824e-7,0.01034847,0.0001727916,0.00004910936,0.005929895,0.003039834,0.0001351769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857996,0.00001576872,0.00004209626,0.004228523,0.0002500352,0.0004515788,0.000003614645,0.00004860604,0.009160161],"genre_scores_gemma":[0.9953936,0.00001228674,0.00008918205,0.004107466,0.0001779071,0.00001710566,0.00001594667,0.000008546735,0.0001779056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09087887,"threshold_uncertainty_score":0.4542535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777873852105048,"score_gpt":0.2551877800238566,"score_spread":0.2374090415028061,"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."}}