{"id":"W4395688616","doi":"10.1007/13836_2024_109","title":"Population Genomics of Soybean","year":2024,"lang":"en","type":"book-chapter","venue":"Population genomics","topic":"Soybean genetics and cultivation","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Genomics; Population genomics; Biology; Computational biology; Genetics; Genome; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001414817,0.0002707599,0.0003264511,0.00004534467,0.00009775361,0.00005970843,0.000180883,0.0003633677,0.0003596057],"category_scores_gemma":[0.00001020433,0.0001422716,0.0002176986,0.00006237879,0.00002460757,0.0000492156,0.0000807384,0.0001730893,0.0001226964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814896,"about_ca_system_score_gemma":0.000009759722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002703366,"about_ca_topic_score_gemma":0.0004175582,"domain_scores_codex":[0.9985892,0.00001048036,0.0006027375,0.0003936683,0.0002367561,0.000167148],"domain_scores_gemma":[0.9992751,0.00004353042,0.0004076623,0.0001145298,0.00009191431,0.00006720263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000109107,0.00008759623,0.01745265,0.0002611278,0.000322521,0.000006575162,0.0005064142,0.001015331,0.0791936,0.6021063,0.001558538,0.2973803],"study_design_scores_gemma":[0.0002440724,0.0002848073,0.2903172,0.0002470233,0.0003448612,0.00001141174,0.0001019758,0.002531464,0.0008945893,0.4439577,0.2596303,0.001434631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179007,0.00106248,0.00001096354,0.0002613702,0.0008560285,0.0006268498,0.0005401471,0.0001266238,0.07861482],"genre_scores_gemma":[0.9079355,0.0001968805,0.0003061446,0.00006773621,0.001003106,0.000005764086,0.005304263,0.00001357087,0.08516705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2959456,"threshold_uncertainty_score":0.5801669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02804510084224627,"score_gpt":0.2194038550636645,"score_spread":0.1913587542214182,"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."}}