{"id":"W2098484279","doi":"10.5539/jas.v7n2p115","title":"Adapting to the Impacts of Drought by Smallholder Farmers in Sekhukhune District in Limpopo Province, South Africa","year":2015,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Livestock; Flooding (psychology); Economic shortage; Geography; Water scarcity; Climate change; Agroforestry; Agricultural productivity; Crop; Socioeconomics; Agricultural economics; Environmental science; Forestry; Economics; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003895032,0.0001857684,0.0001700471,0.0003448599,0.001647308,0.0006156145,0.0003087708,0.000381076,0.001722951],"category_scores_gemma":[0.00101385,0.0001693006,0.0001067925,0.0005301926,0.0006455404,0.0006145888,0.0007718587,0.0002818497,0.0001023645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008513879,"about_ca_system_score_gemma":0.001083716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02002984,"about_ca_topic_score_gemma":0.0711885,"domain_scores_codex":[0.9997844,0.00006574521,0.000009479005,0.00001554658,0.0000189088,0.0001058535],"domain_scores_gemma":[0.9996907,0.00007545016,0.00007785701,0.000006057444,0.00003289325,0.0001170995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000269291,0.0003557298,0.6411112,0.0009048158,0.00007122332,0.03026858,0.2290432,0.0006288719,0.02625829,0.0009217748,0.00250098,0.06766596],"study_design_scores_gemma":[0.00002064973,0.0004089944,0.6475374,0.0001896388,0.00003447214,0.002385833,0.3364048,0.0004291396,0.0006859475,0.0003501097,0.01152193,0.00003114527],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998946,0.0001032949,0.00002982402,0.0002521623,0.000004219595,0.00001755114,0.00001728518,0.000001185825,0.0006284955],"genre_scores_gemma":[0.9990061,0.0002810937,0.0001024334,0.00009162411,0.000003629303,0.0000121002,0.00001632977,5.622903e-7,0.0004862608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02002984,"threshold_uncertainty_score":0.03982651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04470496743739538,"score_gpt":0.2479025769407128,"score_spread":0.2031976095033174,"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."}}