{"id":"W2163209491","doi":"10.1017/s1751731110000376","title":"Understanding the reproductive performance of a dairy cattle herd by using both analytical and systemic approaches: a case study based on a system experiment","year":2010,"lang":"en","type":"article","venue":"animal","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Herd; Dairy cattle; Animal science; Biology; Biotechnology; Agricultural science","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":[0.0002621902,0.0001176232,0.000129072,0.00001917436,0.0001231512,0.00001406976,0.00008837906,0.00006626295,0.000001771934],"category_scores_gemma":[0.0000132318,0.00008498006,0.000029917,0.00005096094,0.0001332425,0.000002391829,0.00004828228,0.0001072558,2.655935e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002212539,"about_ca_system_score_gemma":0.00005036715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006196506,"about_ca_topic_score_gemma":0.000007538497,"domain_scores_codex":[0.9991903,0.00007165164,0.0001614343,0.0003336938,0.0001096581,0.0001332456],"domain_scores_gemma":[0.9994923,0.00001928516,0.00007146823,0.0003544628,0.00001953713,0.00004297661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.002661542,0.001943249,0.09570638,0.0007276142,0.0006186041,0.00005748131,0.01710952,0.006812415,0.8672532,0.006204859,0.0004402575,0.0004649228],"study_design_scores_gemma":[0.006952902,0.02345145,0.03872967,0.0003853876,0.0008247421,0.007598513,0.6483971,0.1293687,0.1425416,0.00002700272,0.00007961183,0.001643346],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971312,0.0001407721,0.002030145,0.00001170989,0.00006482238,0.0003752805,0.000007792742,0.000005852791,0.0002324046],"genre_scores_gemma":[0.9991463,4.95131e-7,0.0006963221,0.00001077805,0.00009698674,0.00001969118,0.000002632298,0.00001300811,0.00001375113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7247115,"threshold_uncertainty_score":0.3465386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07334327231161594,"score_gpt":0.2748183728354872,"score_spread":0.2014751005238713,"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."}}