{"id":"W2969485991","doi":"10.1080/00128325.2019.1597566","title":"Assessment of Differences in Small Farmer Uses of Produce and Determinants of Marketed Surplus of Green Grams and Pigeon Peas in Semi-arid Machakos County, Kenya","year":2019,"lang":"en","type":"article","venue":"East African Agricultural and Forestry Journal","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Agricultural science; Subsistence agriculture; Descriptive statistics; Yield (engineering); Production (economics); Agriculture; Geography; Agricultural economics; Mathematics; Economics; Biology; Statistics","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":[0.0003862086,0.000134523,0.0001609141,0.0005128131,0.0005241573,0.0003855333,0.0002059181,0.00017088,0.001216808],"category_scores_gemma":[0.00116933,0.0001446181,0.0001185908,0.0007422691,0.0004520297,0.0003291263,0.000351781,0.0001560701,0.00009077089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004575473,"about_ca_system_score_gemma":0.000351987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02016325,"about_ca_topic_score_gemma":0.07295413,"domain_scores_codex":[0.9997545,0.00008557136,0.00002094652,0.00004222541,0.00004064327,0.00005611527],"domain_scores_gemma":[0.9992834,0.0002611781,0.0002432865,0.0000142543,0.00006960477,0.0001284371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009274112,0.00008056843,0.9909314,0.00003008745,0.00001865598,0.0003812084,0.004271431,0.00006677524,0.001742005,0.00006482319,0.00004425865,0.00227594],"study_design_scores_gemma":[0.000001411363,0.0000720947,0.9933807,0.000004741798,0.000004625421,0.00007161557,0.006229817,0.00007249832,0.00005394754,0.00001271972,0.00009380012,0.000001982354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998883,0.00001164637,0.000006410213,0.000005022604,1.677033e-7,0.000002319738,0.00001287059,1.054746e-7,0.00007319958],"genre_scores_gemma":[0.9998296,0.00002089169,0.00002847156,0.000002486055,2.886038e-7,0.000003078995,0.00001862693,1.549202e-7,0.00009647902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02016325,"threshold_uncertainty_score":0.04009175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02400963592857128,"score_gpt":0.2322291886300236,"score_spread":0.2082195527014523,"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."}}