{"id":"W2003861179","doi":"10.4018/jictrda.2010010102","title":"Using ICT to Integrate Smallholder Farmers into Agricultural Value Chain","year":2010,"lang":"en","type":"article","venue":"International Journal of ICT Research and Development in Africa","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Information and Communications Technology; Business; Agriculture; Value chain; Value (mathematics); Supply chain; Psychological intervention; Intervention (counseling); Marketing; Value proposition; Resource (disambiguation); Political science","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":[0.002461507,0.0004025184,0.0001693127,0.0007488328,0.001727751,0.001906712,0.0008353565,0.0007544865,0.003386214],"category_scores_gemma":[0.007239392,0.0001475765,0.0001463414,0.0008140815,0.001787807,0.002286072,0.004083022,0.0005388863,0.0003756915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532209,"about_ca_system_score_gemma":0.002977493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002058813,"about_ca_topic_score_gemma":0.003446527,"domain_scores_codex":[0.9981797,0.001151011,0.00005162018,0.0001239803,0.0001980471,0.0002956853],"domain_scores_gemma":[0.9967168,0.001844184,0.0004283553,0.0003635072,0.0002494703,0.000397683],"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":[0.0006152256,0.004072937,0.05414937,0.0007412656,0.00009022355,0.002281052,0.04402676,0.01476233,0.01949139,0.02578155,0.003081996,0.8309058],"study_design_scores_gemma":[0.001431886,0.01710107,0.1437821,0.002344229,0.0006853517,0.002506392,0.2190436,0.06574094,0.06086118,0.1389547,0.3472664,0.0002821818],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465294,0.0002212932,0.02107076,0.001511898,0.00002936335,0.0006496218,0.00001909486,0.0001211815,0.02984736],"genre_scores_gemma":[0.9856943,0.0002239837,0.01168324,0.0001114704,0.000009182804,0.0001271204,0.00001322142,0.000006059371,0.002131376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003386214,"threshold_uncertainty_score":0.01301783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09077306141278808,"score_gpt":0.3415332803031723,"score_spread":0.2507602188903842,"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."}}