{"id":"W2115071145","doi":"10.5539/sar.v2n1p8","title":"Profitability of Smallholder Sugarcane Farming in Swaziland: The case of Komati Downstream Development Programme (KDDP) Sugar Farmers’ Associations, 2005-2011","year":2012,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Land Rights and Reforms","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hectare; Profitability index; Agricultural science; Profit (economics); Agriculture; Descriptive statistics; Business; Production (economics); Net profit; Agricultural economics; Economics; Mathematics; Geography; Statistics; Biology; Finance","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":[0.003596523,0.0001758852,0.0003033128,0.00005123718,0.0005732002,0.00005029067,0.0003487238,0.0002062865,0.0001429642],"category_scores_gemma":[0.0001666451,0.0000319833,0.00009691348,0.0009080967,0.0002059313,0.0002256207,0.0002261317,0.0004099007,0.000007037738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002766034,"about_ca_system_score_gemma":0.0001149412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01679801,"about_ca_topic_score_gemma":0.009635475,"domain_scores_codex":[0.9970376,0.0003638992,0.0004940365,0.0002564534,0.0005341792,0.001313788],"domain_scores_gemma":[0.998505,0.0003129099,0.0001515386,0.0001168417,0.0007313566,0.0001823734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001597212,0.004557269,0.7388877,0.001008671,0.000261896,0.0003607173,0.01983783,0.00002437763,0.0186393,0.008777656,0.005027234,0.2024576],"study_design_scores_gemma":[0.0005618128,0.0002829211,0.750232,0.0000667045,0.0000219124,0.0001228558,0.1340647,0.00000901979,0.01287554,0.0008232193,0.1005559,0.0003834049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951721,0.0006698333,5.090292e-7,0.001893124,0.00003872637,0.001254761,0.00002112307,0.0000182018,0.0009316636],"genre_scores_gemma":[0.992884,0.00008025675,0.00007629568,0.000008712308,0.0001210659,0.0001175213,0.0000882643,0.000001634588,0.006622205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2020742,"threshold_uncertainty_score":0.9897492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04463361807042394,"score_gpt":0.2923146018880003,"score_spread":0.2476809838175764,"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."}}