{"id":"W4412844771","doi":"10.62049/jkncu.v5i2.296","title":"Organizational Strategies for Addressing Barriers to Women’s Participation in Agricultural Cooperatives","year":2025,"lang":"en","type":"article","venue":"Journal of the Kenya National Commission for UNESCO","topic":"Cooperative Studies and Economics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; International Development Research Centre","keywords":"Business; Agriculture; Public relations; Marketing; Political science; Geography","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":[0.008863622,0.0002938591,0.0002460571,0.001214526,0.007994153,0.004447069,0.001878498,0.00127815,0.00427387],"category_scores_gemma":[0.01677876,0.0003137391,0.0002319479,0.001238175,0.003712934,0.001995597,0.004971867,0.001088328,0.0003998314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003223987,"about_ca_system_score_gemma":0.01384334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009219862,"about_ca_topic_score_gemma":0.01706489,"domain_scores_codex":[0.9889825,0.007272807,0.0002876606,0.0003304007,0.0007153002,0.002411351],"domain_scores_gemma":[0.985916,0.005587578,0.002747212,0.0005229973,0.001202738,0.004023649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001454989,0.001098004,0.195119,0.0007047166,0.00006944156,0.002345004,0.5823786,0.0004370835,0.003058719,0.02380926,0.01029242,0.1805423],"study_design_scores_gemma":[0.00002999127,0.000390286,0.06601925,0.0006868368,0.0000289493,0.0004402279,0.8655601,0.0004593592,0.0004520165,0.004237729,0.06165846,0.00003686222],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523171,0.000752866,0.003329222,0.01290721,0.00008931007,0.0004154176,0.00002484604,0.00004243723,0.0301215],"genre_scores_gemma":[0.9953012,0.000286408,0.001615226,0.000417338,0.00001654954,0.0001393293,0.00001300434,0.000005053163,0.00220595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009219862,"threshold_uncertainty_score":0.04687589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02920408320017223,"score_gpt":0.3027105177358655,"score_spread":0.2735064345356933,"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."}}