{"id":"W3081714049","doi":"10.1080/21683565.2020.1811828","title":"Agroecological practices of legume residue management and crop diversification for improved smallholder food security, dietary diversity and sustainable land use in Malawi","year":2020,"lang":"en","type":"article","venue":"Agroecology and Sustainable Food Systems","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Agroecology; Food security; Agricultural diversification; Agriculture; Diversification (marketing strategy); Sustainable agriculture; Agroforestry; Agricultural biodiversity; Crop diversity; Crop residue; Food systems; Business; Agricultural science; Geography; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007837423,0.0001164616,0.00006129571,0.0002671691,0.0008285117,0.0004652885,0.0002770511,0.0001613332,0.0009274857],"category_scores_gemma":[0.001339937,0.00009400595,0.00007465754,0.000332021,0.001003342,0.000320768,0.0008050224,0.000216094,0.00005042708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001360037,"about_ca_system_score_gemma":0.001737271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0171354,"about_ca_topic_score_gemma":0.07104415,"domain_scores_codex":[0.9995126,0.0003201232,0.0000139582,0.00002517469,0.00002463417,0.000103603],"domain_scores_gemma":[0.9994149,0.0001516226,0.0002388229,0.00002315695,0.00002765641,0.0001438389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003203939,0.001023506,0.8396338,0.0004261792,0.00004179327,0.0008185094,0.04159956,0.0003987632,0.01135984,0.001418979,0.0003810072,0.1025776],"study_design_scores_gemma":[0.00001995934,0.0006592185,0.9736433,0.000134844,0.00001844871,0.0001187628,0.02149049,0.0002616146,0.001047672,0.000192749,0.002405316,0.000007730639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993082,0.0001704334,0.00004149388,0.0001686354,8.635639e-7,0.000009246191,0.00000583457,5.787021e-7,0.0002947346],"genre_scores_gemma":[0.9995674,0.0001715562,0.0001233301,0.00002135704,9.574583e-7,0.000006117004,0.00000326061,1.093318e-7,0.0001059727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0171354,"threshold_uncertainty_score":0.03407133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1496169223457822,"score_gpt":0.3668402764409723,"score_spread":0.2172233540951901,"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."}}