{"id":"W4224302949","doi":"10.3389/fgwh.2022.732292","title":"Using Outcome Mapping to Mobilize Critical Stakeholders for a Gender Responsive Rift Valley Fever and Newcastle Disease Vaccine Value Chain in Rwanda","year":2022,"lang":"en","type":"article","venue":"Frontiers in Global Women s Health","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Global Affairs Canada; Bill and Melinda Gates Foundation","keywords":"Livestock; Rift Valley fever; Business; Food security; Stakeholder; Stakeholder engagement; Biosecurity; Socioeconomics; Geography; Medicine; Political science; Economics; Agriculture","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":[],"consensus_categories":[],"category_scores_codex":[0.001476339,0.0001773367,0.0004346709,0.00006500322,0.0004087335,0.00003268649,0.0001933938,0.00004185862,0.00009041777],"category_scores_gemma":[0.000426939,0.0001047004,0.00006472296,0.0005812705,0.00004836257,0.00008208528,0.0002697213,0.0001377166,8.807147e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009391416,"about_ca_system_score_gemma":0.00007763584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006985558,"about_ca_topic_score_gemma":0.0001655383,"domain_scores_codex":[0.9974468,0.0005258363,0.0004530603,0.0005432759,0.0001909837,0.0008400982],"domain_scores_gemma":[0.9991708,0.0001732313,0.00007438,0.00007038637,0.00002270849,0.0004885387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002699752,0.0002623951,0.9619769,0.0001634424,0.00002807278,0.00005149892,0.001137282,0.002496703,0.00003806954,0.004584841,0.01869373,0.007867334],"study_design_scores_gemma":[0.0008759961,0.0004414642,0.9302464,0.000021617,0.00000852201,0.000002001696,0.01898772,0.009612007,5.902915e-8,0.01250197,0.02703143,0.0002707819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984216,0.0009805243,0.001775414,0.01103268,0.0003512276,0.001083164,0.0004711668,0.00002808235,0.00006168467],"genre_scores_gemma":[0.9867117,0.0000306533,0.003364279,0.00947918,0.00006927241,0.0002293575,0.00003697945,0.000002500943,0.00007602899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03173045,"threshold_uncertainty_score":0.4269558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.172766974739442,"score_gpt":0.3548346267294976,"score_spread":0.1820676519900556,"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."}}