{"id":"W1970036464","doi":"10.5539/jas.v5n10p108","title":"Factors Affecting Households Vulnerability to Climate Change in Swaziland: A Case of Mpolonjeni Area Development Programme (ADP)","year":2013,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Vulnerability index; Multinomial logistic regression; Livelihood; Index (typography); Socioeconomics; Psychological intervention; Geography; Climate change; Business; Economics; Agriculture; Psychology; Statistics","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":[0.0003090332,0.0002062348,0.000181001,0.0004897745,0.001906211,0.0006904655,0.0003059831,0.0004012343,0.001731448],"category_scores_gemma":[0.0006864236,0.0001840964,0.0001668695,0.0009556859,0.0008614952,0.0005290249,0.001061758,0.0004674514,0.0001150707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001309684,"about_ca_system_score_gemma":0.000928587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06550617,"about_ca_topic_score_gemma":0.1361339,"domain_scores_codex":[0.9997577,0.00007654668,0.000007966942,0.00001885136,0.00002237835,0.0001165551],"domain_scores_gemma":[0.999749,0.00005762494,0.00008433659,0.00001567551,0.00003143642,0.0000618298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001192915,0.0002418163,0.9237475,0.00009431757,0.00004241814,0.01706248,0.04070641,0.0003263249,0.001589924,0.001511054,0.0008534041,0.01370495],"study_design_scores_gemma":[0.000008956721,0.000159458,0.8791223,0.0000621556,0.00003113376,0.004781024,0.1118846,0.000740687,0.0002362093,0.0004224275,0.002537298,0.00001379293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992424,0.00003432017,0.00003140413,0.0001418082,0.000001273346,0.000006362977,0.00001834647,5.858091e-7,0.0005233942],"genre_scores_gemma":[0.9995778,0.00009517174,0.00005203118,0.00002365429,0.000001451133,0.00000682955,0.0000194336,3.749728e-7,0.0002231552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06550617,"threshold_uncertainty_score":0.1302497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04325578109752096,"score_gpt":0.2590498068122786,"score_spread":0.2157940257147577,"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."}}