{"id":"W4296840687","doi":"10.3389/fsufs.2022.804984","title":"Tackling post-COVID-19 pandemic food crises through the adoption of improved maize seeds and technologies by smallholder farmers: The case of Ejura Sekyeredumase in Ghana","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainable Food Systems","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Canada First Research Excellence Fund; Canada Research Chairs","keywords":"Food security; Agriculture; Productivity; Business; Context (archaeology); Focus group; Emerging technologies; Production (economics); Agricultural productivity; Marketing; Livelihood; Emerging markets; Agricultural economics; Economic growth; Economics; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001109947,0.0001701554,0.0002960819,0.00005811623,0.0005859173,0.00008329822,0.000379113,0.0001156656,0.00001046651],"category_scores_gemma":[0.0003114515,0.0000593027,0.00005538271,0.001521599,0.0001907445,0.0004063514,0.0002596278,0.0003496359,6.455627e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001998749,"about_ca_system_score_gemma":0.00004544915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01043874,"about_ca_topic_score_gemma":0.0007388621,"domain_scores_codex":[0.9983016,0.0003817882,0.0005166419,0.0002831362,0.0001703974,0.000346489],"domain_scores_gemma":[0.998835,0.0003667644,0.0004748167,0.000123981,0.0001744085,0.00002499047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.003854425,0.003289093,0.47772,0.00690052,0.002001649,0.001082577,0.0883465,0.01630697,0.123408,0.08840569,0.06979634,0.1188882],"study_design_scores_gemma":[0.0003038569,0.001076779,0.0006246404,0.00001783196,0.00002475566,0.0001852135,0.9827273,0.0003772737,0.0001362953,0.0007677706,0.01359212,0.0001661351],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848182,0.0106759,0.00009370392,0.002897111,0.0001678097,0.00109836,0.0001315386,0.0000427716,0.00007457923],"genre_scores_gemma":[0.999078,0.0001512988,0.00007415326,0.0001063308,0.00002299819,0.0002641949,0.00004341143,0.000002028544,0.0002575527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8943808,"threshold_uncertainty_score":0.9961509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03116080449217143,"score_gpt":0.2545507096728286,"score_spread":0.2233899051806572,"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."}}