{"id":"W2045179070","doi":"10.1007/s11842-010-9131-1","title":"Chamaedorea Palm Frond Commercialization and Certification Considered from a Smallholder Livelihood System Perspective","year":2010,"lang":"en","type":"article","venue":"Small-scale Forestry","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Reseau canadien de recherche respiratoire; University of Florida; University of Florida Foundation","keywords":"Livelihood; Certification; Commercialization; Business; Sustainability; Context (archaeology); Natural resource economics; Environmental economics; Environmental resource management; Marketing; Environmental planning; Economic growth; Economics; Geography; Agriculture; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002797465,0.0001626072,0.0001695564,0.0006794721,0.0008319375,0.002858438,0.0003842566,0.0006171471,0.008235834],"category_scores_gemma":[0.0004954349,0.00006294344,0.0002260232,0.0007611978,0.001163266,0.001355578,0.0005754338,0.0004048146,0.0001452387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003092747,"about_ca_system_score_gemma":0.001591115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02877818,"about_ca_topic_score_gemma":0.06960661,"domain_scores_codex":[0.9998222,0.00003129507,0.000003178503,0.00002382425,0.00003109362,0.0000884058],"domain_scores_gemma":[0.9996593,0.0001419492,0.00004868707,0.00001720246,0.00007323518,0.0000595567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002883072,0.0004631589,0.06958483,0.0001650243,0.0000764013,0.002703537,0.001767047,0.02525043,0.01238277,0.79234,0.001668207,0.09331017],"study_design_scores_gemma":[0.00005951756,0.0007608649,0.4156839,0.0002832338,0.0003287712,0.001434967,0.04597113,0.1135067,0.01137863,0.3375873,0.07291671,0.00008817096],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8333334,0.0009805229,0.004712423,0.001171043,0.0000185642,0.00004861605,0.00006066462,0.00001054168,0.1596643],"genre_scores_gemma":[0.9963685,0.0001333294,0.0002745981,0.00001538467,0.000002880158,0.000001974838,0.000008108899,9.507185e-7,0.003194207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02877818,"threshold_uncertainty_score":0.05722135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239765244270735,"score_gpt":0.2390055356784557,"score_spread":0.2166078832357484,"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."}}