{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00609727,0.0003851209,0.0008155291,0.0007276158,0.0005122653,0.0008845183,0.0005795675,0.0005509996,0.001384429],"category_scores_gemma":[0.009530044,0.0003442389,0.0002576121,0.0008233736,0.001232113,0.001760739,0.0007889483,0.0006509415,0.0004495507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003394128,"about_ca_system_score_gemma":0.0007839496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009098055,"about_ca_topic_score_gemma":0.00228897,"domain_scores_codex":[0.9966633,0.002048548,0.0001486903,0.0004371814,0.0005667105,0.0001355993],"domain_scores_gemma":[0.9877734,0.006457965,0.001716604,0.002821195,0.0007357791,0.0004950778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009285153,0.000296966,0.08215164,0.0009192951,0.0002146447,0.000853294,0.001015342,0.009588016,0.3416837,0.01963526,0.00140426,0.5413091],"study_design_scores_gemma":[0.0004796963,0.01002822,0.5100919,0.0009245502,0.001116244,0.01275869,0.001122088,0.09147219,0.2433001,0.0557473,0.07247728,0.0004816902],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6098705,0.002056069,0.380962,0.0006983958,0.00009695788,0.000297482,0.0004747114,0.0004756186,0.005068188],"genre_scores_gemma":[0.8301489,0.001046791,0.1663584,0.0003913654,0.00006860065,0.0001965743,0.0005849982,0.0001465641,0.001057756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00609727,"threshold_uncertainty_score":0.03224581,"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."}}