{"id":"W4409256156","doi":"10.1007/978-1-0716-4378-5_14","title":"Field Phenotyping of Wheat Stripe Rust and Leaf Tip Necrosis Associated with Rust Resistance Genes","year":2025,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of British Columbia","funders":"","keywords":"Stripe rust; Rust (programming language); Biology; Resistance (ecology); Gene; Botany; Agronomy; Plant disease resistance; Genetics; Computer science","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":[0.0003777166,0.0005021821,0.0003965693,0.001561928,0.0005421816,0.0002952427,0.0003749207,0.0005089974,0.001430456],"category_scores_gemma":[0.0003066977,0.0003396552,0.0004990584,0.0006072625,0.0002634929,0.0002833723,0.0003081039,0.0011823,0.0002850232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008972461,"about_ca_system_score_gemma":0.0003053882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004063571,"about_ca_topic_score_gemma":0.01150473,"domain_scores_codex":[0.9995298,0.00007818256,0.00002736401,0.0002128918,0.00006746998,0.00008420978],"domain_scores_gemma":[0.9990259,0.0002290859,0.0001902225,0.00007444825,0.0001528873,0.0003274364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002883024,0.0001394366,0.006222189,0.00002738673,0.00001234052,0.00008516542,0.00007667545,0.00009772787,0.9910418,0.00005333263,0.00007469589,0.001881028],"study_design_scores_gemma":[0.00008222213,0.001714807,0.7045642,0.00001640796,0.0001019777,0.001037722,0.0004664805,0.001719674,0.2874261,0.0001890841,0.002646136,0.00003516877],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892852,0.0002220438,0.006429213,0.00003525026,0.00002147629,0.0001435386,0.001744719,0.0001617995,0.001956739],"genre_scores_gemma":[0.9819974,0.000181065,0.00715574,0.0002274649,0.00001568245,0.0002329857,0.004346855,0.0001429452,0.005699854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004063571,"threshold_uncertainty_score":0.008079827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01890834428614226,"score_gpt":0.3098247402154114,"score_spread":0.2909163959292692,"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."}}