{"id":"W3200244477","doi":"10.1016/j.theriogenology.2021.09.009","title":"Economic comparison of an ear tag automated activity monitor for estrus detection with timed-AI in Holstein heifers","year":2021,"lang":"en","type":"article","venue":"Theriogenology","topic":"Reproductive Physiology in Livestock","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Ministry of Agriculture and Forestry; University of Saskatchewan; University of Alberta","funders":"","keywords":"Estrous cycle; Pregnancy; Herd; Medicine; Semen; Artificial insemination; Animal science; Gynecology; Andrology; Biology; Internal medicine; Veterinary medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001366371,0.0003315311,0.0003192298,0.0008723987,0.0002407243,0.0005847475,0.0006376302,0.000476576,0.001228448],"category_scores_gemma":[0.00203591,0.0001745309,0.0002952784,0.0006905912,0.0003036353,0.000463891,0.0003277411,0.0001617633,0.0002588602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001432001,"about_ca_system_score_gemma":0.0004008485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01211732,"about_ca_topic_score_gemma":0.0201283,"domain_scores_codex":[0.9990482,0.0002790811,0.00004246257,0.0002366004,0.0003143076,0.00007927093],"domain_scores_gemma":[0.9983602,0.0007951555,0.0002097845,0.00008253719,0.0004278264,0.0001244366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01434825,0.001032567,0.8112892,0.0001735829,0.0002773601,0.0002760701,0.0001368787,0.006904541,0.05711132,0.0002594791,0.0003900361,0.1078008],"study_design_scores_gemma":[0.0001112121,0.004917765,0.9445487,0.00001928632,0.0003088281,0.0002770895,0.0002033195,0.03495878,0.01380379,0.00009817387,0.0007291848,0.00002382315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969428,0.0002075363,0.002008384,0.00002313552,0.00001238287,0.00001957936,0.0001885708,0.00002127948,0.000576227],"genre_scores_gemma":[0.9962973,0.00009583671,0.002242617,0.00002569219,0.000009431622,0.00001362706,0.0001919111,0.000005392247,0.001118277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01211732,"threshold_uncertainty_score":0.02409357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02425576780613543,"score_gpt":0.2798307500988395,"score_spread":0.2555749822927041,"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."}}