{"id":"W4308392466","doi":"10.3390/vaccines10111868","title":"Using the Women Empowerment in Livestock Index (WELI) to Examine Linkages between Women Smallholder Livestock Farmers’ Empowerment and Access to Livestock Vaccines in Machakos County of Kenya: Insights and Critiques","year":2022,"lang":"en","type":"article","venue":"Vaccines","topic":"Microfinance and Financial Inclusion","field":"Economics, Econometrics and Finance","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Livestock; Empowerment; Index (typography); Women's empowerment; Socioeconomics; Economic growth; Business; Geography; Economics; Forestry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008864304,0.0003904096,0.0009253359,0.00104647,0.0003174462,0.0001243058,0.0005833652,0.0001299603,0.000120309],"category_scores_gemma":[0.0001044037,0.0003804731,0.0000506479,0.001067853,0.00003881325,0.0004106861,0.001657787,0.0003500289,0.000004085798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005582102,"about_ca_system_score_gemma":0.00006289765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002095454,"about_ca_topic_score_gemma":0.0003124931,"domain_scores_codex":[0.9971616,0.00009193436,0.001125734,0.0008356285,0.0001221282,0.0006629202],"domain_scores_gemma":[0.9987829,0.0001380028,0.0003837208,0.0004450784,0.00006521362,0.000185025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001435871,0.0002700348,0.9603359,0.0001249843,0.00003521193,0.00001537904,0.03519474,0.0006539811,0.0009328818,0.0006150501,0.0002591919,0.001419078],"study_design_scores_gemma":[0.001159335,0.0008090675,0.9830388,0.0001078067,0.000006266225,0.000006495706,0.003785135,0.0001571593,0.0002410272,0.003430492,0.006772087,0.0004863711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933519,0.003429742,0.0002558943,0.0009481389,0.0002151264,0.001483599,0.0001537995,0.00002156183,0.0001401868],"genre_scores_gemma":[0.9969754,0.0009929008,0.0002280385,0.000861975,0.0001212528,0.0005506818,0.00001027511,0.00004920772,0.0002103324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0314096,"threshold_uncertainty_score":0.9998647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04649155138247622,"score_gpt":0.2839020590100781,"score_spread":0.2374105076276019,"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."}}