{"id":"W4410159938","doi":"10.3390/biology14050514","title":"Status and Best Management Practices of Potato Early Dying Disease in New Brunswick, Canada","year":2025,"lang":"en","type":"article","venue":"Biology","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Verticillium dahliae; Verticillium wilt; Biology; Chloropicrin; Fumigation; Nematode; Verticillium; Agronomy; Horticulture; Veterinary medicine; Pratylenchus; Aldicarb; Ecology; Pesticide","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004042362,0.00005676381,0.00009967799,0.00001585908,0.00004161302,0.00001183079,0.00006372658,0.00001564143,0.00002744423],"category_scores_gemma":[0.00002076176,0.0000247642,0.000009444867,0.0001667863,0.00002495759,0.00003819901,0.0001085401,0.00002356816,9.047762e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001121788,"about_ca_system_score_gemma":0.00004843652,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4490668,"about_ca_topic_score_gemma":0.7383107,"domain_scores_codex":[0.999548,0.00002889824,0.0001231928,0.0001377491,0.00003677456,0.0001253744],"domain_scores_gemma":[0.9997638,0.0000655765,0.00009638554,0.00002511899,0.00001332129,0.00003577359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003165315,0.00002427943,0.9706692,0.00002476518,0.0000222465,0.000003666509,0.00002479584,3.704113e-7,0.001354948,0.01132467,0.0002007452,0.01631869],"study_design_scores_gemma":[0.0001063765,0.00002472165,0.9609479,0.00001953548,0.00001287642,3.291013e-8,0.0003331149,0.000003921322,0.00003418992,0.0003150519,0.03815438,0.00004785625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954852,0.000594478,0.000002749178,0.00209188,0.00007223189,0.0001164045,0.000006180413,0.000006250429,0.00162462],"genre_scores_gemma":[0.9975219,0.0005325272,0.00001843274,0.0002198615,0.00001544081,0.000002603743,0.00002081682,2.199543e-7,0.001668141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2892439,"threshold_uncertainty_score":0.5546019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02233980864224084,"score_gpt":0.2595036938645803,"score_spread":0.2371638852223395,"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."}}