{"id":"W4415001569","doi":"10.3389/fsufs.2025.1638508","title":"Challenges and opportunities in French bean (Phaseolus vulgaris L.) production and Market outlet in Togo: prospects and future perspectives","year":2025,"lang":"en","type":"article","venue":"Frontiers in Sustainable Food Systems","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alliance of Bioversity International and CIAT; Canadian Institute for Theoretical Astrophysics","keywords":"Production (economics); Cropping; Consumption (sociology); Agroecology; Food security; Descriptive statistics; Agriculture; Purchasing; Contract farming","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":[0.0009407731,0.0003906084,0.0003335124,0.001015093,0.002900262,0.004464032,0.00116607,0.002743775,0.008131005],"category_scores_gemma":[0.000768376,0.0001778894,0.0003376154,0.001760184,0.002334442,0.002875716,0.002506162,0.0009426667,0.0003999748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004889497,"about_ca_system_score_gemma":0.006800678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05132575,"about_ca_topic_score_gemma":0.09803049,"domain_scores_codex":[0.9991897,0.0001800688,0.00001058774,0.00006048525,0.00004535682,0.0005138305],"domain_scores_gemma":[0.9988625,0.0002937741,0.0001998737,0.00001114279,0.0001065517,0.000526039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008384087,0.0008424675,0.2923419,0.01382581,0.0001605997,0.03435791,0.1938029,0.001506657,0.0203296,0.07420573,0.03577772,0.3320104],"study_design_scores_gemma":[0.000009666932,0.0001817345,0.1643301,0.001069716,0.00003243034,0.002269503,0.7104879,0.0006430649,0.0004983006,0.00461477,0.1158006,0.00006215498],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7934086,0.0678327,0.001010899,0.1118834,0.0003159323,0.0000444373,0.000573181,0.00004812898,0.02488282],"genre_scores_gemma":[0.9707695,0.02093956,0.0008593398,0.003018382,0.00009346131,0.00004163156,0.0001947908,0.000006696654,0.004076564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05132575,"threshold_uncertainty_score":0.102054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01679898576362551,"score_gpt":0.2077084702120991,"score_spread":0.1909094844484736,"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."}}