{"id":"W4225124462","doi":"10.3390/ijms23094960","title":"Insights into the Genetic Architecture and Genomic Prediction of Powdery Mildew Resistance in Flax (Linum usitatissimum L.)","year":2022,"lang":"en","type":"article","venue":"International Journal of Molecular Sciences","topic":"Plant pathogens and resistance mechanisms","field":"Agricultural and Biological Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Agriculture and Agri-Food Canada","funders":"Genome Canada","keywords":"Powdery mildew; Quantitative trait locus; Biology; Genetics; Genetic architecture; Locus (genetics); Single-nucleotide polymorphism; Linum; Genome-wide association study; Allele; Plant disease resistance; Gene; Genotype; Botany","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005938347,0.0003747093,0.0002738788,0.0008468215,0.0002047125,0.0002909753,0.0002169601,0.0002165616,0.0005416878],"category_scores_gemma":[0.0005754374,0.000179281,0.0005777337,0.0007015955,0.00014807,0.0001984766,0.0002708394,0.0003345212,0.0001467483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003583403,"about_ca_system_score_gemma":0.0004011157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009735227,"about_ca_topic_score_gemma":0.0228205,"domain_scores_codex":[0.9998292,0.00003879985,0.00001189116,0.00007803387,0.00002277378,0.00001924694],"domain_scores_gemma":[0.9997247,0.0001151776,0.00007812519,0.00001651152,0.00003532889,0.00003021016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006534391,0.000264333,0.4905677,0.0002726908,0.000596124,0.0007387215,0.0006730336,0.02489929,0.3963821,0.0008799268,0.001014925,0.08305773],"study_design_scores_gemma":[0.00003284316,0.0001327878,0.9598743,0.00001818146,0.0001711415,0.000144132,0.0001360675,0.03508792,0.00254204,0.0004800181,0.00135697,0.0000236933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933684,0.000359153,0.004755708,0.00009681578,0.000003333705,0.000007814377,0.001072135,0.00008780065,0.0002487437],"genre_scores_gemma":[0.9885525,0.0002697071,0.007814792,0.00007697105,0.000008927559,0.0000140373,0.002861456,0.00002706859,0.0003745009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009735227,"threshold_uncertainty_score":0.01935714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008850632561276788,"score_gpt":0.2046295568891775,"score_spread":0.1957789243279007,"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."}}