{"id":"W4401486039","doi":"10.56520/asj.24.369","title":"UNLOCKING INCLUSIVE COMPETITIVE VALUE CHAINS OF CHICKPEAS IN PUNJAB, PAKISTAN: A WALKING THE CHAIN APPROACH TO IDENTIFY BARRIERS, OPPORTUNITIES, AND OPTIONS","year":2024,"lang":"en","type":"article","venue":"Agricultural Sciences Journal","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Alberta Agricultural Research Institute","keywords":"Value (mathematics); Chain (unit); Business; Value chain; Computer science; Marketing; Supply chain; Physics","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":[0.0009335494,0.000298202,0.0002124425,0.001744657,0.003837329,0.003099868,0.0007435498,0.0006605135,0.004673447],"category_scores_gemma":[0.001014103,0.0003010179,0.0002219594,0.00190682,0.001590144,0.002517896,0.001837497,0.0007170082,0.0002842078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004414915,"about_ca_system_score_gemma":0.00633359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05501258,"about_ca_topic_score_gemma":0.1579957,"domain_scores_codex":[0.999534,0.0001768359,0.00001351964,0.0000661333,0.00006738229,0.0001420968],"domain_scores_gemma":[0.999211,0.0002853014,0.0001597441,0.00002867109,0.0001871358,0.0001281906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003975888,0.0008092889,0.3264751,0.002059949,0.00008869579,0.01354192,0.297862,0.004494082,0.01470035,0.03516966,0.004880618,0.2995208],"study_design_scores_gemma":[0.0000214447,0.0004904224,0.1919266,0.0006779282,0.00007717594,0.0008599411,0.746411,0.006022759,0.002370343,0.01219303,0.03888606,0.00006329013],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756964,0.0004353435,0.004614338,0.001156527,0.00001166488,0.0002815183,0.0001840213,0.00001227141,0.01760798],"genre_scores_gemma":[0.9853469,0.0007599566,0.01035824,0.0001203545,0.00000288253,0.0000688232,0.0001491526,0.000007001225,0.003186631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05501258,"threshold_uncertainty_score":0.1093848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04933879443404625,"score_gpt":0.3180183072525233,"score_spread":0.268679512818477,"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."}}