{"id":"W1808669345","doi":"","title":"Challenges and opportunities for global dairy cattle breeding - A Canadian perspective","year":2009,"lang":"en","type":"article","venue":"Bulletin - International Bull Evaluation Service/Interbull bulletin","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breed; Genomic selection; Biotechnology; Selection (genetic algorithm); Biology; Livestock; Agricultural science; Business; Animal science; Genetics; Computer science; Genotype; Single-nucleotide polymorphism","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007354026,0.001326932,0.001066952,0.003316282,0.008836369,0.009929572,0.00326641,0.0047085,0.02554896],"category_scores_gemma":[0.005469399,0.0003761011,0.0008523327,0.005788045,0.005369588,0.005112618,0.004284998,0.00636241,0.002120596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06101557,"about_ca_system_score_gemma":0.1746618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.95693,"about_ca_topic_score_gemma":0.9726769,"domain_scores_codex":[0.9953521,0.0004972666,0.0001486208,0.0005095227,0.001667456,0.001824909],"domain_scores_gemma":[0.9893087,0.00081046,0.0002971589,0.000183596,0.004976129,0.004423924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002777101,0.0002416654,0.0150881,0.001763678,0.0001451392,0.00171653,0.005515893,0.001506137,0.003576038,0.1690722,0.541896,0.259201],"study_design_scores_gemma":[0.00002994776,0.00006562399,0.01676892,0.0007337887,0.00008756906,0.0003607133,0.009066099,0.0005110716,0.0003048859,0.01164501,0.960332,0.00009435679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01042248,0.09099798,0.002327519,0.7368455,0.004662332,0.00007776473,0.002494088,0.0003310617,0.1518412],"genre_scores_gemma":[0.3044466,0.3340417,0.02103877,0.2163154,0.002336078,0.000121806,0.003864512,0.0003746948,0.1174605],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06101557,"threshold_uncertainty_score":0.442701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07438941896657539,"score_gpt":0.3132796756059857,"score_spread":0.2388902566394103,"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."}}