{"id":"W4305057755","doi":"10.1371/journal.pone.0270518","title":"Breaking institutional barriers to enhance women’s participation in and benefit from the Peste des Petits Ruminants and Newcastle Disease vaccine value chains for Sembabule district of Uganda","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Global Affairs Canada; Bill and Melinda Gates Foundation","keywords":"Focus group; Empowerment; Stakeholder; Context (archaeology); Livestock; Business; Socioeconomics; Value chain; Economic growth; Marketing; Supply chain; Agricultural science; Political science; Geography; Economics; Public relations; Biology","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":[0.003304159,0.0002324937,0.0001857439,0.0005706697,0.004448734,0.00399211,0.000760634,0.0005709376,0.004654456],"category_scores_gemma":[0.006620477,0.000312541,0.0001231617,0.0007522868,0.002987333,0.002202327,0.005745976,0.0006204451,0.0002359888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004007022,"about_ca_system_score_gemma":0.00806047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007037626,"about_ca_topic_score_gemma":0.0169447,"domain_scores_codex":[0.9965199,0.002075705,0.00009100228,0.0001541448,0.0002057742,0.0009534551],"domain_scores_gemma":[0.9968331,0.001642114,0.0006814235,0.0001173734,0.0001912431,0.0005348355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003831272,0.000251495,0.2221094,0.001083592,0.00004270557,0.00484266,0.574571,0.0006854804,0.005499558,0.0287124,0.003021869,0.1587968],"study_design_scores_gemma":[0.00001861406,0.0003604664,0.1040574,0.0007157114,0.00003758844,0.0004917735,0.8160816,0.0004635672,0.00178855,0.005942171,0.0700109,0.00003176081],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879035,0.0003975275,0.0008549628,0.001636375,0.00001331551,0.00009261678,0.00004231281,0.000005929528,0.009053442],"genre_scores_gemma":[0.998159,0.0001590624,0.0005584048,0.00008514839,0.00000185383,0.00005161015,0.00001352493,0.000002294689,0.0009689958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007037626,"threshold_uncertainty_score":0.02907312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04393082466278517,"score_gpt":0.2604314039605216,"score_spread":0.2165005792977364,"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."}}