{"id":"W4404685124","doi":"10.1101/2024.11.25.625124","title":"Genome-wide association studies identify promising QTL for freezing tolerance in winter and early spring as a basis for in-depth genetic analysis and implementation in winter faba bean ( <i>Vicia faba</i> L.) breeding","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Genetic and Environmental Crop Studies","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nordic Life Science Pipeline (Canada)","funders":"","keywords":"Vicia faba; Biology; Spring (device); Quantitative trait locus; Agronomy; Freezing tolerance; Genetics; Gene; Engineering","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":[0.0005120148,0.0003073763,0.0002498297,0.0004866238,0.0001304436,0.0002604694,0.0002146195,0.0001336621,0.0009332764],"category_scores_gemma":[0.0001682324,0.00009613505,0.0003935566,0.0004700858,0.000085154,0.00005625096,0.0001981111,0.0002605958,0.0001244428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002345823,"about_ca_system_score_gemma":0.0002657449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004688952,"about_ca_topic_score_gemma":0.00902155,"domain_scores_codex":[0.999868,0.00001719922,0.00000660169,0.0000585511,0.00002088715,0.00002876589],"domain_scores_gemma":[0.9998232,0.00004230764,0.00006374716,0.000009770119,0.00001639931,0.00004463092],"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":[0.0003995825,0.00007060291,0.04572329,0.0000715701,0.0001275648,0.0001990018,0.000134205,0.0006330522,0.940062,0.000141097,0.0001361803,0.01230178],"study_design_scores_gemma":[0.00004533008,0.0001798139,0.9671553,0.00001290754,0.0002119293,0.0002362964,0.0001017079,0.0029067,0.02724326,0.0001047293,0.001790933,0.00001115467],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924622,0.0005741528,0.005526499,0.00004462302,0.000005874444,0.00001560372,0.001049802,0.00006993171,0.0002513184],"genre_scores_gemma":[0.991201,0.0002596814,0.005475184,0.00003749047,0.000005491072,0.00001342745,0.002455454,0.00002205537,0.0005301439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004688952,"threshold_uncertainty_score":0.009323299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0177532320641299,"score_gpt":0.2492570153182677,"score_spread":0.2315037832541378,"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."}}