{"id":"W4413618462","doi":"10.3390/agriculture15171808","title":"The Complex Interactions of Common Bean (Phaseolus vulgaris L.) with Viruses, Vectors and Beneficial Organisms in the Context of Sub-Saharan Africa","year":2025,"lang":"en","type":"article","venue":"Agriculture","topic":"Plant pathogens and resistance mechanisms","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Magdalene College, University of Cambridge; Biotechnology and Biological Sciences Research Council; Global Affairs Canada; University of Cambridge; Directorate for Biological Sciences; Cambridge Trust; Schlumberger Foundation; Royal Society; Leverhulme Trust; Cambridge Philosophical Society","keywords":"Phaseolus; Context (archaeology); Biology; Plant virus; Botany; Virology; Virus","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":[0.0001402814,0.0001133639,0.0001893026,0.00001024771,0.000268805,0.0000346195,0.0002460947,0.0000595498,0.00001439923],"category_scores_gemma":[0.00001515503,0.00002557481,0.00004611113,0.0004495045,0.00009353135,0.00003753745,0.00003684129,0.0001401512,5.453294e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001112253,"about_ca_system_score_gemma":0.000006745028,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005344589,"about_ca_topic_score_gemma":0.05129397,"domain_scores_codex":[0.99927,0.0000918699,0.0002074604,0.0001405265,0.0001434333,0.0001467403],"domain_scores_gemma":[0.9994062,0.0003293061,0.000119644,0.00005752901,0.00006581189,0.00002156794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00008397308,0.0001423411,0.001410482,0.000009254617,0.000026894,0.000004160262,0.0003579474,0.000002364574,0.9844823,0.004805251,0.003534381,0.00514062],"study_design_scores_gemma":[0.000660968,0.0006970526,0.6166174,0.000254154,0.0001281834,0.00003794545,0.01658097,0.00002783795,0.1546064,0.001195636,0.2088577,0.0003356661],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963335,0.001047515,0.000003208953,0.001134746,0.00006123772,0.0002553872,0.0002121699,0.00001015618,0.0009420923],"genre_scores_gemma":[0.9995031,0.0002114467,0.00001170236,0.0001235818,0.00003088338,0.00001020606,0.00004227147,5.001544e-7,0.00006628653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8298759,"threshold_uncertainty_score":0.9660174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01497487006496921,"score_gpt":0.2138491625798316,"score_spread":0.1988742925148624,"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."}}