{"id":"W4411078979","doi":"10.1016/j.pmpp.2025.102783","title":"Development of a rapid screen to identify formulations that enhance plant resistance to viral infection","year":2025,"lang":"en","type":"article","venue":"Physiological and Molecular Plant Pathology","topic":"Plant Virus Research Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada); Centennial College; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; McMaster University","keywords":"Biology; Resistance (ecology); Viral infection; Virology; Biotechnology; Computational biology; Virus; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005167649,0.0008584445,0.0007834798,0.0007097529,0.0002344732,0.0006865839,0.000390249,0.0007632432,0.001494806],"category_scores_gemma":[0.000589144,0.0004530971,0.0006157741,0.0003208194,0.0001849416,0.0004865224,0.0004668074,0.0007605894,0.0006596715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003427483,"about_ca_system_score_gemma":0.0002752098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004785732,"about_ca_topic_score_gemma":0.001504671,"domain_scores_codex":[0.9994484,0.00008132868,0.00005068281,0.00008254247,0.0002773083,0.00005976042],"domain_scores_gemma":[0.9997012,0.00005918244,0.00007392079,0.00002220714,0.0001075246,0.00003594111],"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":[0.00002184434,0.00005392494,0.00006723046,0.00004496673,0.000005003203,0.00002630998,0.000007053467,0.00004207323,0.99792,0.00001509483,0.00003277504,0.001763724],"study_design_scores_gemma":[0.00002181487,0.001439485,0.001447109,0.00001106437,0.00004035358,0.0001845929,0.00002597496,0.0008855405,0.9929667,0.00002060727,0.002944403,0.00001247159],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9326217,0.004753747,0.0522793,0.0005606792,0.0001219795,0.003087569,0.001722732,0.0006353527,0.004216962],"genre_scores_gemma":[0.8618049,0.004556769,0.1166858,0.0004027695,0.00004178423,0.001198757,0.002144819,0.0001858747,0.0129784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001494806,"threshold_uncertainty_score":0.005000591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0400753121731689,"score_gpt":0.3044164276404777,"score_spread":0.2643411154673088,"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."}}