{"id":"W3016706314","doi":"10.1094/pdis-02-20-0420-re","title":"Molecular Marker Based Design for Breeding Wheat Lines with Multiple Resistance and Superior Quality","year":2020,"lang":"en","type":"article","venue":"Plant Disease","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Chinese Academy of Sciences","keywords":"Stem rust; Biology; Backcrossing; Puccinia; Plant disease resistance; Marker-assisted selection; Rust (programming language); Basidiomycota; Resistance (ecology); Germplasm; Agronomy; Gene; Biotechnology; Genetics; Genetic marker; Horticulture; Botany; Mildew; 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":[0.0007827105,0.0006135844,0.0006228746,0.0009336785,0.0002327223,0.0006331387,0.0009809186,0.0007444019,0.002853005],"category_scores_gemma":[0.000669719,0.0006437331,0.0006961984,0.0009006548,0.0002399919,0.0003890358,0.0004861944,0.001050921,0.001360589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004449965,"about_ca_system_score_gemma":0.0003789833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006776384,"about_ca_topic_score_gemma":0.001140405,"domain_scores_codex":[0.9993642,0.0001040547,0.0001215235,0.0001758856,0.0001471279,0.00008722045],"domain_scores_gemma":[0.9995596,0.00006904557,0.0001618625,0.00005370469,0.00009325291,0.00006252601],"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":[0.0001064855,0.0001121799,0.0002705484,0.0000707194,0.00001332865,0.00008083884,0.00003819882,0.0007218306,0.9872482,0.0003293065,0.0001040013,0.01090436],"study_design_scores_gemma":[0.0005667953,0.003423789,0.009870663,0.00006323586,0.000329641,0.0007652583,0.0001087041,0.02420358,0.9310961,0.000592383,0.02889577,0.00008413756],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5886666,0.001062776,0.3971197,0.0003007729,0.0001835588,0.002580129,0.002938875,0.002160555,0.004987034],"genre_scores_gemma":[0.6013188,0.001408342,0.3774224,0.000274381,0.00004887763,0.001245655,0.008536618,0.0005593355,0.00918547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002853005,"threshold_uncertainty_score":0.009544253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04758050555413483,"score_gpt":0.231657517584332,"score_spread":0.1840770120301971,"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."}}