{"id":"W4415687788","doi":"10.1016/j.cropro.2025.107456","title":"Global threats of bean fly [Ophiomyia spp.] on common bean: Perspectives and limitations of management practices","year":2025,"lang":"en","type":"article","venue":"Crop Protection","topic":"Plant pathogens and resistance mechanisms","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"EduCanada; Australian Centre for International Agricultural Research; Direktion für Entwicklung und Zusammenarbeit; Curt Bergfors Foundation; Direktoratet for Utviklingssamarbeid; Government of the Republic of Kenya; Novo Nordisk Fonden; Bundesministerium für Wirtschaftliche Zusammenarbeit und Entwicklung; Novo Nordisk; Ministère de l'Europe et des Affaires Étrangères; Bill and Melinda Gates Foundation; European Commission; IKEA Foundation; Styrelsen för Internationellt Utvecklingssamarbete; Rockefeller Foundation","keywords":"Food security; Agriculture; Sustainable management; Ecosystem; Productivity; Integrated pest management; Population; Crop protection; Distribution (mathematics)","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":[0.001362627,0.0004532287,0.0003258984,0.0006512713,0.0004202672,0.001005213,0.0004304069,0.000473203,0.001028257],"category_scores_gemma":[0.0007830958,0.00009299914,0.0002415776,0.00069826,0.0008533985,0.0009803833,0.001036641,0.0003553905,0.00009300499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001608488,"about_ca_system_score_gemma":0.001336378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02655964,"about_ca_topic_score_gemma":0.06664158,"domain_scores_codex":[0.9993324,0.0001893186,0.00003460424,0.0001126753,0.0001268879,0.0002042152],"domain_scores_gemma":[0.9988662,0.0001129879,0.0005064312,0.00007262679,0.0002564487,0.0001853308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009860564,0.0002592057,0.5353262,0.002092576,0.0004448713,0.000762685,0.003769743,0.00312027,0.1233442,0.005142707,0.002965703,0.3217858],"study_design_scores_gemma":[0.00001359093,0.0009716325,0.9721864,0.0003026626,0.0001727001,0.000366893,0.005412905,0.0006521848,0.003640777,0.001535989,0.01471629,0.00002790768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9538986,0.02161797,0.001953875,0.005806844,0.00006476331,0.00005409846,0.0007123256,0.00005682055,0.01583466],"genre_scores_gemma":[0.9909084,0.007224521,0.0009140575,0.0003744455,0.00002593037,0.000009791056,0.0001459558,0.000003761356,0.0003930607],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02655964,"threshold_uncertainty_score":0.05281013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04934473975879224,"score_gpt":0.2684186176398725,"score_spread":0.2190738778810802,"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."}}