{"id":"W7110631792","doi":"","title":"Exploring African perspectives on food system leadership : Two cases from Malawi and Cameroon, commissioned by the African Food Fellowship","year":2025,"lang":"en","type":"other","venue":"Socio-Environmental Systems Modeling","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"Wageningen University and Research","keywords":"Food systems; General partnership; Incentive; Food sovereignty; Sustainable agriculture; Food studies; Focus group; Leadership studies; Sustainability","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0008093832,0.00167575,0.001711797,0.0004595586,0.001194712,0.0003976777,0.001036954,0.0005951559,0.0001472623],"category_scores_gemma":[0.00005817265,0.001408772,0.000459577,0.0003035501,0.000702765,0.0002696818,0.0004835238,0.001396975,0.0003832515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003635466,"about_ca_system_score_gemma":0.00009121389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009245432,"about_ca_topic_score_gemma":0.0000675482,"domain_scores_codex":[0.9921802,0.001582978,0.001080243,0.00223552,0.001581728,0.001339327],"domain_scores_gemma":[0.9962499,0.0006465029,0.000972848,0.00162673,0.0000196133,0.0004844457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004711595,0.007879205,0.03606774,0.01534486,0.04976422,0.0009071623,0.453167,0.08131096,0.02252286,0.02384707,0.2984727,0.006004575],"study_design_scores_gemma":[0.00160317,0.0004240625,0.00001241017,0.003879172,0.0006360042,0.00003652735,0.981021,0.005986891,0.00001888529,0.00002115017,0.00487418,0.001486481],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5010074,0.2029765,0.004138855,0.001025745,0.003355953,0.01306307,0.03494914,0.004490606,0.2349927],"genre_scores_gemma":[0.9663965,0.0003494505,0.00006971122,0.00003554473,0.0009496351,0.001038257,0.000364991,0.001881518,0.02891439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.527854,"threshold_uncertainty_score":0.9995989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1438458553404722,"score_gpt":0.2485112977561216,"score_spread":0.1046654424156494,"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."}}