{"id":"W4416734131","doi":"10.1007/s44279-025-00440-z","title":"Understanding farmer knowledge, practices and decision-making in pest and disease management: the case of Irish potato (Solanum tuberosum) cultivation in Mbeya, Tanzania","year":2025,"lang":"en","type":"article","venue":"Discover Agriculture","topic":"Potato Plant Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nelson Mandela African Institution of Science and Technology; International Development Research Centre; National Institute of Advanced Industrial Science and Technology; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Tanzania; Irish; Productivity; Blight; Integrated pest management; Cash crop; Agriculture; Crop; Crop diversity","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000334749,0.0001421797,0.0001548041,0.00004877515,0.0001734834,0.0001723261,0.0001531206,0.00006655212,0.00001498009],"category_scores_gemma":[0.0002466105,0.00004656337,0.00003055965,0.0008314305,0.00007754625,0.0003464548,0.0002065814,0.0002005929,0.000001209301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007554159,"about_ca_system_score_gemma":0.00001218284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005468709,"about_ca_topic_score_gemma":0.01449214,"domain_scores_codex":[0.9989545,0.0001132855,0.0002256662,0.0003292857,0.0001462862,0.0002309545],"domain_scores_gemma":[0.9989199,0.0008078308,0.0001197001,0.00005653197,0.0000333051,0.00006272898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004269913,0.0005521122,0.9233591,0.0002869276,0.00008268822,0.001095389,0.002277829,0.00006483157,0.01006218,0.01550434,0.009378146,0.03690948],"study_design_scores_gemma":[0.0003093281,0.00002183026,0.9835557,0.000461393,0.00002607707,0.00004555662,0.009447238,0.0002443152,0.00003961486,0.004983106,0.0007279533,0.0001378375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948332,0.001104933,0.00002336203,0.001119194,0.00003703342,0.0004280988,0.00005563876,0.000009026269,0.00238946],"genre_scores_gemma":[0.9993421,0.0003285611,0.00003210287,0.00007109305,0.00002247875,0.00002262647,0.00002866383,7.652127e-7,0.0001516012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06019666,"threshold_uncertainty_score":0.8086957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03848180094054457,"score_gpt":0.3129477606393568,"score_spread":0.2744659596988122,"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."}}