{"id":"W4386529718","doi":"10.3168/jds.2023-23268","title":"Postpartum health is associated with detection of estrus by activity monitors and reproductive performance in dairy cows","year":2023,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Reproductive Physiology in Livestock","field":"Agricultural and Biological Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Agriculture, Food and Rural Affairs; Dairy Farmers of Ontario; University of Guelph; Cornell University","keywords":"Metritis; Retained placenta; Ice calving; Medicine; Estrous cycle; Endometritis; Animal science; Dairy cattle; Herd; Pregnancy; Haptoglobin; Obstetrics; Lameness; Postpartum period; Internal medicine; Lactation; Biology; Placenta; Veterinary medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00163916,0.00009696988,0.0002526146,0.00007306744,0.0002053911,0.00001913266,0.0002406838,0.00003866832,0.000002513349],"category_scores_gemma":[0.0003736538,0.00004024395,0.00002825619,0.001659443,0.0006038082,0.0007655434,0.00006589108,0.0002368432,9.638584e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009526055,"about_ca_system_score_gemma":0.00008049537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009496068,"about_ca_topic_score_gemma":0.00001739959,"domain_scores_codex":[0.9986198,0.0001163338,0.0002668191,0.0003440653,0.0003944063,0.0002585965],"domain_scores_gemma":[0.9988691,0.0001263285,0.0006087678,0.00007986138,0.0002273304,0.00008860983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001406578,0.00007985363,0.09761972,0.000005811071,0.000008992025,0.000001731273,0.0004683746,0.00004883999,0.8876932,0.00000122281,0.000102383,0.01382918],"study_design_scores_gemma":[0.0001249232,0.003171875,0.9209338,0.00005944874,0.000003145368,0.00002748685,0.0003964156,0.00009896059,0.074999,0.00008769494,0.00002756391,0.00006970336],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979164,0.00008982742,0.000001066396,0.001635281,0.0001880763,0.0001270465,0.00001173653,0.00001149856,0.00001906255],"genre_scores_gemma":[0.9997058,0.0001241357,0.00002680373,0.0000282749,0.00007917114,0.000001949227,9.025648e-7,7.816832e-7,0.00003219762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8233141,"threshold_uncertainty_score":0.2224756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02143995403956071,"score_gpt":0.2586056042023068,"score_spread":0.2371656501627461,"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."}}