{"id":"W4406155984","doi":"10.1111/nph.20351","title":"An emerging fungal disease is spreading across the globe and affecting the blueberry industry","year":2025,"lang":"en","type":"article","venue":"New Phytologist","topic":"Powdery Mildew Fungal Diseases","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Novo Nordisk Fonden; Novo Nordisk; National Science Foundation","keywords":"Powdery mildew; Herbarium; Biology; Identification (biology); Outbreak; China; Geography; Agroforestry; Botany","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002609549,0.000180109,0.000143865,0.000005708706,0.001129301,0.0002817226,0.0005042402,0.0001189951,0.00009006398],"category_scores_gemma":[0.000235752,0.00005372872,0.00008441911,0.0003772163,0.0002818779,0.0001799093,0.0002278463,0.0003731481,0.000008307854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002285446,"about_ca_system_score_gemma":0.00002993019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009692481,"about_ca_topic_score_gemma":0.0009157337,"domain_scores_codex":[0.9987302,0.0001561729,0.0001572943,0.0003836572,0.0001556269,0.0004170189],"domain_scores_gemma":[0.9990845,0.0004653541,0.00007334766,0.0001638583,0.00002615719,0.0001867587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009909333,0.00009433061,0.7978395,0.0000193137,0.00004330184,0.00002172824,0.000444719,0.00003529482,0.01429351,0.0007156114,0.01801977,0.1683738],"study_design_scores_gemma":[0.0001105862,0.00004246542,0.9826978,0.00004975599,0.00004060045,0.000005257581,0.002364459,0.0001951272,0.001012553,0.001351008,0.01197162,0.0001587672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782749,0.0017241,0.000004823369,0.01844315,0.0002160406,0.0002224832,0.00007962962,0.0001072433,0.0009276324],"genre_scores_gemma":[0.9948638,0.00003299391,0.000007551239,0.004075798,0.0004460778,0.0000144329,0.000009120749,0.000001180611,0.0005490407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1848583,"threshold_uncertainty_score":0.8685787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02550219523211679,"score_gpt":0.3037630021299114,"score_spread":0.2782608068977946,"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."}}