{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008194738,0.00125792,0.002163952,0.0002305742,0.000897572,0.0002407259,0.002488496,0.001067713,0.001353696],"category_scores_gemma":[0.0007271174,0.0006371898,0.001748052,0.001077479,0.0003089472,0.0002759466,0.0008829792,0.007266352,0.0001163141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186185,"about_ca_system_score_gemma":0.003635089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009736781,"about_ca_topic_score_gemma":0.002019941,"domain_scores_codex":[0.9870113,0.001117796,0.002732502,0.001469092,0.001259883,0.006409446],"domain_scores_gemma":[0.9944717,0.001004534,0.002808405,0.0003935074,0.000885292,0.0004365677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009356259,0.0005782795,0.004327689,0.0001815225,0.001308291,0.00007557429,0.0001585751,0.0005406391,0.9016994,0.01380301,0.0006571862,0.07573424],"study_design_scores_gemma":[0.01610435,0.03049578,0.1366966,0.01378829,0.01172962,0.007312163,0.02821028,0.01856776,0.05879234,0.6034963,0.05358307,0.02122351],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656574,0.02379453,0.0001600242,0.002944727,0.001377528,0.001254637,0.001515761,0.0001273149,0.003168094],"genre_scores_gemma":[0.912885,0.07434025,0.0002923993,0.0001014481,0.002522346,0.00002569339,0.0004962246,0.00001434577,0.009322353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.842907,"threshold_uncertainty_score":0.9996079,"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."}}