{"id":"W2026323101","doi":"10.1007/s10681-005-7883-z","title":"Strategic approach to mitigating weather induced defects of wheat quality","year":2005,"lang":"en","type":"article","venue":"Euphytica","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Agriculture and Agri-Food Canada","keywords":"Biology; Cultivar; Population; Agronomy; Infestation; Sprouting; Quantitative trait locus; Transgressive segregation; Test weight; Trait; Horticulture; Gene; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004184768,0.000295355,0.0002552358,0.000236359,0.0004129465,0.0006770768,0.0003376909,0.0004452789,0.002687833],"category_scores_gemma":[0.0003618902,0.0001050558,0.0001759877,0.0002163818,0.0003242593,0.0004780814,0.000743536,0.0006668796,0.0003585674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003247224,"about_ca_system_score_gemma":0.002047018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001525864,"about_ca_topic_score_gemma":0.006084912,"domain_scores_codex":[0.9998246,0.00004633777,0.00000787357,0.00003010188,0.00005337571,0.00003779353],"domain_scores_gemma":[0.9997694,0.0000335323,0.00004187502,0.00003147828,0.0000626098,0.00006118056],"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":[0.0008151096,0.0008032619,0.008084892,0.0002945321,0.0001127887,0.0004067432,0.0003601624,0.01028827,0.7182067,0.03501068,0.003522644,0.2220943],"study_design_scores_gemma":[0.0004997281,0.006688588,0.06513685,0.0002278763,0.000770852,0.002935941,0.007275614,0.08207435,0.5308688,0.1273033,0.1760265,0.0001915025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6048042,0.003242026,0.318895,0.008796009,0.0004793871,0.0002906139,0.0002463359,0.0007910903,0.06245537],"genre_scores_gemma":[0.9529127,0.0009515132,0.03711129,0.001040378,0.00004257492,0.00006185105,0.00006963611,0.00002182396,0.007788294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002687833,"threshold_uncertainty_score":0.008991718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07093351095924263,"score_gpt":0.2746126670304151,"score_spread":0.2036791560711725,"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."}}