{"id":"W4386962424","doi":"10.3390/ani13192994","title":"Timing of Artificial Insemination Using Sexed or Conventional Semen Based on Automated Activity Monitoring of Estrus in Holstein Heifers","year":2023,"lang":"en","type":"article","venue":"Animals","topic":"Reproductive Physiology in Livestock","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"U.S. Department of Veterans Affairs","keywords":"Artificial insemination; Estrous cycle; Semen; Insemination; Animal science; Pregnancy; Medicine; Andrology; Biology; Sperm","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":[0.0003008358,0.00007327899,0.0001620715,0.00004280591,0.00004691132,0.000005461251,0.00008012355,0.00005716838,0.00002953036],"category_scores_gemma":[0.0001625226,0.00003529826,0.00003944215,0.000536942,0.00005856081,0.00007784338,0.00002821955,0.00005745018,0.000003550845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003112889,"about_ca_system_score_gemma":0.00001576003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001341602,"about_ca_topic_score_gemma":0.000006367861,"domain_scores_codex":[0.9992047,0.0001128441,0.0001941855,0.0002059073,0.0001527764,0.0001296161],"domain_scores_gemma":[0.9994583,0.0002677147,0.0001558574,0.0000425615,0.00005827384,0.00001726693],"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":[0.0001868781,0.00007629066,0.01966142,0.00001198456,0.000006303988,0.000001581061,0.00003315839,0.001253996,0.9756827,0.0000295307,0.000007677958,0.003048479],"study_design_scores_gemma":[0.00006306492,0.0003655593,0.6857316,0.00005403191,0.000003211887,2.235453e-7,0.0001506438,0.01675549,0.2967432,0.00008403263,0.000001657085,0.00004725411],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995636,0.000003446596,0.000001316248,0.00007728523,0.00007647509,0.0001573818,0.00001788002,0.00005663803,0.00004600834],"genre_scores_gemma":[0.9996645,0.000001332025,0.0002243819,0.000003756529,0.00007551803,0.000008283137,0.00001169389,9.415643e-7,0.000009572939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6789395,"threshold_uncertainty_score":0.1439421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1262160558853677,"score_gpt":0.3423468167823202,"score_spread":0.2161307608969525,"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."}}