{"id":"W7116930367","doi":"10.2139/ssrn.5956303","title":"Quadruplex real-time PCR targeting airborne spores of grapevine pathogens","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Fungal Plant Pathogen Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of Canada; Agriculture and Agri-Food Canada","funders":"","keywords":"Plasmopara viticola; Spore; Vineyard; Botrytis cinerea; Fungicide; Vitis vinifera; Downy mildew; Urediniospore","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001137375,0.0009781417,0.0009201335,0.0007195199,0.0004364453,0.001355442,0.0009215623,0.001517375,0.006378244],"category_scores_gemma":[0.001123143,0.0006482951,0.0004950895,0.0003288212,0.0005367924,0.0006802603,0.0005607474,0.001817878,0.002487408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008329597,"about_ca_system_score_gemma":0.0006428527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003825088,"about_ca_topic_score_gemma":0.001237568,"domain_scores_codex":[0.9976348,0.0002712051,0.0001253211,0.001391376,0.0003755016,0.0002018859],"domain_scores_gemma":[0.9991542,0.0003314679,0.0001413553,0.0001075093,0.0001519916,0.0001134531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001260441,0.00005605487,0.0002432049,0.00007051229,0.000007885032,0.00002428344,0.00006612485,0.0001728282,0.9959222,0.0002224385,0.0002531416,0.002835236],"study_design_scores_gemma":[0.00006666547,0.0009437751,0.004107503,0.00003067125,0.00006012623,0.0001539739,0.00008599018,0.005598126,0.9807615,0.0004754548,0.007689921,0.00002630907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7069233,0.002887891,0.263541,0.0005980134,0.001168253,0.001242666,0.008926925,0.004102747,0.01060916],"genre_scores_gemma":[0.6521869,0.000915305,0.2846864,0.001362382,0.0002343614,0.001389308,0.01735307,0.0007231212,0.04114909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006378244,"threshold_uncertainty_score":0.02133733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008344016157721382,"score_gpt":0.2154086832582829,"score_spread":0.2070646671005615,"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."}}