{"id":"W4225009166","doi":"10.3389/fpls.2022.887553","title":"The SoyaGen Project: Putting Genomics to Work for Soybean Breeders","year":2022,"lang":"en","type":"review","venue":"Frontiers in Plant Science","topic":"Soybean genetics and cultivation","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Guelph; Agriculture and Agri-Food Canada; Grain Research Centre; Université Laval","funders":"Government of Canada; Grain Farmers of Ontario; Canadian Field Crop Research Alliance; Genome Canada; Syngenta Canada; Saskatchewan Pulse Growers; Génome Québec; U.S. Department of Agriculture","keywords":"Genomics; Biology; Biotechnology; Work (physics); Genome; Genetics; Engineering; Gene","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":[0.002292278,0.0007794058,0.0008598984,0.001586343,0.0002766984,0.001555588,0.0008382258,0.001681003,0.004703329],"category_scores_gemma":[0.001585076,0.000242751,0.0005418251,0.001877784,0.0005608222,0.002108159,0.001402858,0.002545228,0.002678126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001295555,"about_ca_system_score_gemma":0.00362688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004199308,"about_ca_topic_score_gemma":0.004370197,"domain_scores_codex":[0.9996269,0.00010012,0.0000357158,0.00005293679,0.0001263596,0.00005800555],"domain_scores_gemma":[0.9992509,0.0002753962,0.00006668059,0.00003161152,0.0002043016,0.000171029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007695123,0.00004082097,0.0001125486,0.006003699,0.00005573815,0.0001204062,0.0001117773,0.0002177819,0.00183398,0.00841016,0.06791122,0.915105],"study_design_scores_gemma":[0.00001505935,0.00004056215,0.0003424179,0.001660852,0.00002482301,0.0001149668,0.00003739951,0.00002751554,0.0002158174,0.001382869,0.9961303,0.000007382887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002282906,0.9891307,0.0009151518,0.004315543,0.0009806911,0.00002568727,0.0001396018,0.00007714958,0.004187202],"genre_scores_gemma":[0.001698477,0.9899279,0.002071651,0.002382799,0.0003335887,0.00003442312,0.0004579056,0.00002514077,0.003068019],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004703329,"threshold_uncertainty_score":0.01573426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06426449421973968,"score_gpt":0.2746436324107915,"score_spread":0.2103791381910519,"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."}}