{"id":"W4413963689","doi":"10.1080/19439342.2025.2550955","title":"Aggregation models in agricultural value chains of staple crops and their potential application for biofortification: a scoping review","year":2025,"lang":"en","type":"article","venue":"Journal of Development Effectiveness","topic":"Organic Food and Agriculture","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Biofortification; Agriculture; Value (mathematics); Staple food; Agricultural economics; Economics; Business; Natural resource economics; Geography; Computer 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":[0.006714299,0.001356559,0.001742261,0.005740372,0.0006432999,0.004508378,0.001155652,0.001768066,0.004943525],"category_scores_gemma":[0.02112687,0.0006402783,0.00298758,0.00834165,0.001191363,0.004862311,0.001449105,0.001526134,0.0005737705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003375858,"about_ca_system_score_gemma":0.006401015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009376782,"about_ca_topic_score_gemma":0.009744365,"domain_scores_codex":[0.9976648,0.00106589,0.0004053964,0.0002784422,0.0004832157,0.0001022044],"domain_scores_gemma":[0.9689716,0.02750312,0.001703347,0.0003346592,0.001365118,0.0001221766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001412569,0.0001222218,0.002065104,0.2407592,0.00140092,0.0002760146,0.001983756,0.005354001,0.0003242026,0.06937455,0.007968526,0.6702303],"study_design_scores_gemma":[0.00004499409,0.0002521743,0.004967548,0.543808,0.005226035,0.0006615214,0.003265031,0.003715781,0.0005558411,0.0472283,0.3901561,0.0001187309],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001462174,0.9924603,0.001725254,0.0007015967,0.0001256267,0.00009087882,0.000115078,0.00001022785,0.003308879],"genre_scores_gemma":[0.01317284,0.9842115,0.001751251,0.0001768378,0.00006823846,0.0001361802,0.00009686088,0.000005803389,0.0003803572],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009376782,"threshold_uncertainty_score":0.03550905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116681802293952,"score_gpt":0.2423326942105866,"score_spread":0.2306645139811914,"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."}}