{"id":"W4407937464","doi":"10.3390/v17030315","title":"Presence of Soybean Vein Necrosis Orthotospovirus (Tospoviridae: Orthotospovirus) in Pakistan, Pakistani Scientists’ and Farmers’ Perception of Disease Dynamics and Management, and Policy Recommendations to Improve Soybean Production","year":2025,"lang":"en","type":"article","venue":"Viruses","topic":"Plant Virus Research Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pennsylvania Soybean Board","keywords":"Agriculture; Indigenous; Cultivar; Biotechnology; Biology; Agroforestry; Socioeconomics; Geography; Agronomy; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008315127,0.0001379169,0.0001197949,0.0004035358,0.001075909,0.0008207909,0.0001517387,0.0003733985,0.001592954],"category_scores_gemma":[0.001619125,0.000130593,0.0001364845,0.0004822035,0.0006678667,0.0005862394,0.0004645176,0.0004892267,0.0001192949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008345892,"about_ca_system_score_gemma":0.001377977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0336825,"about_ca_topic_score_gemma":0.03811565,"domain_scores_codex":[0.9995684,0.00009974713,0.00003466415,0.00006692913,0.00009802535,0.0001321527],"domain_scores_gemma":[0.9983506,0.0003456848,0.0007484323,0.00002410715,0.0002390414,0.0002919866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001312172,0.0001033777,0.9516171,0.0001531776,0.00002170524,0.001228259,0.02715237,0.0001090577,0.002790703,0.0002368081,0.000882293,0.01557395],"study_design_scores_gemma":[0.000009363887,0.0002464207,0.9293221,0.00007263759,0.00001397635,0.0004617368,0.066437,0.0001474569,0.0003206234,0.000139555,0.00280675,0.0000223938],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982284,0.00009446178,0.00003450357,0.0004336478,0.000005058448,0.000006726531,0.00007303632,7.04764e-7,0.001123504],"genre_scores_gemma":[0.9993778,0.0002235523,0.00005566641,0.00009511333,0.000004739317,0.000004617106,0.00004385746,2.86383e-7,0.0001943047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0336825,"threshold_uncertainty_score":0.06697291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114173738071963,"score_gpt":0.3172798145562784,"score_spread":0.2961380771755588,"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."}}