{"id":"W1971465254","doi":"10.1371/journal.pone.0025737","title":"Breeding without Breeding: Is a Complete Pedigree Necessary for Efficient Breeding?","year":2011,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Plant Reproductive Biology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Animal sexual behaviour; Biology; Genetics; Evolutionary biology; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003420407,0.0002774447,0.0003679746,0.00008847789,0.0001498278,0.0000205088,0.0004121583,0.0002280553,0.00005224183],"category_scores_gemma":[0.0002565998,0.0002684382,0.0001242311,0.0001018906,0.0001778758,0.000006053455,0.0002552727,0.0001415615,0.00003276814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002596901,"about_ca_system_score_gemma":0.00005228705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004032733,"about_ca_topic_score_gemma":0.00001398273,"domain_scores_codex":[0.9980661,0.00003113076,0.0003011104,0.0008505332,0.0002197808,0.0005313914],"domain_scores_gemma":[0.9989023,0.00002623813,0.0001764504,0.000473215,0.0002804282,0.0001413722],"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":[0.0003755055,0.0005878354,0.03261633,0.00008890138,0.0003321028,0.000002465199,0.0002561409,9.969142e-7,0.9631066,0.0001338143,0.002322863,0.0001764803],"study_design_scores_gemma":[0.001519852,0.002944192,0.008042596,0.0001250453,0.0002862493,0.00006199766,0.000186802,0.0009719423,0.9789265,0.0002122791,0.00600523,0.00071729],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926747,0.0004158729,0.001238303,0.0002971629,0.0001966929,0.000636915,0.0002322161,0.00005795864,0.004250149],"genre_scores_gemma":[0.9885745,0.000050389,0.008560168,0.0004554693,0.001185933,0.0001011727,0.0001717531,0.00005114764,0.0008494453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02457373,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103497208041675,"score_gpt":0.2535736369517662,"score_spread":0.1432239161475987,"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."}}