{"id":"W4402320990","doi":"10.5376/mp.2024.15.0005","title":"Genomic Approaches to Enhance Disease Resistance in Grapevine Breeding Programs","year":2024,"lang":"en","type":"article","venue":"Molecular Pathogens","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Vitis vinifera; Plant disease resistance; Genomic selection; Biology; Resistance (ecology); Biotechnology; Disease resistant; Genetics; Disease; Computational biology; Medicine; Gene; Agronomy; Genotype; Botany","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004108487,0.0005055881,0.0004033008,0.0007397163,0.0003013834,0.0008108859,0.0006754719,0.0006228033,0.003574765],"category_scores_gemma":[0.0003721185,0.0003857426,0.0004858651,0.0004114829,0.0002767409,0.0003884203,0.0006327354,0.001759847,0.0004242577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008100916,"about_ca_system_score_gemma":0.0005050424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001395674,"about_ca_topic_score_gemma":0.003527798,"domain_scores_codex":[0.9997093,0.00006622587,0.00001901823,0.00009019447,0.00005722196,0.00005796249],"domain_scores_gemma":[0.9998406,0.00005228814,0.00004123012,0.00001339946,0.00001377222,0.00003860754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000146654,0.0002827387,0.0009488532,0.0001648104,0.0000437052,0.0001367822,0.0001049431,0.001095866,0.9704465,0.002257675,0.0002594172,0.02411203],"study_design_scores_gemma":[0.0009696275,0.003867595,0.07393271,0.0004093143,0.001258356,0.001324371,0.001265146,0.01577915,0.7954597,0.007238054,0.09836639,0.000129592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9182515,0.005684385,0.05131513,0.001802224,0.0003371947,0.0006050347,0.002216319,0.001304651,0.01848352],"genre_scores_gemma":[0.9528886,0.003333664,0.03241907,0.0009621117,0.00009175766,0.0001437402,0.002640889,0.0001856048,0.007334435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003574765,"threshold_uncertainty_score":0.01195878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06961034209478884,"score_gpt":0.2695198825791947,"score_spread":0.1999095404844058,"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."}}