{"id":"W4381429613","doi":"10.5539/sar.v12n2p1","title":"DNA-based Paternity Analysis in Multi-bull Breeding Programs on Beef Cattle Operations in Western Canada","year":2023,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Ice calving; Animal science; Biology; Veterinary medicine; Seasonal breeder; Beef cattle; Lactation; Pregnancy; Ecology; Medicine; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007153191,0.0001535142,0.0001779457,0.0002951672,0.0001803728,0.00007411754,0.0003131472,0.000166084,0.0000111435],"category_scores_gemma":[0.0001688389,0.000119718,0.00005647538,0.002342217,0.00006296012,0.000005327545,0.0001509931,0.0003487491,0.00000798424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236479,"about_ca_system_score_gemma":0.0006603073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2448991,"about_ca_topic_score_gemma":0.8142132,"domain_scores_codex":[0.997864,0.0002592618,0.0002131758,0.0004623905,0.0004011927,0.0007999773],"domain_scores_gemma":[0.9992003,0.00004011235,0.00002037901,0.0002836203,0.0003300428,0.0001255394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001210421,0.000689946,0.6487027,0.000208657,0.0001692991,0.0001245474,0.0007163963,0.3336816,0.008587877,0.0006864232,0.005172381,0.001139132],"study_design_scores_gemma":[0.0008093878,0.0003961047,0.9786361,0.00002782051,0.00001783082,0.000001102065,0.00551881,0.0004477268,0.005684473,0.00005104457,0.008148964,0.0002605776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980817,0.0001011305,0.000197725,0.0006478296,0.0000334651,0.0006028308,0.00001869497,0.00001361476,0.0003029457],"genre_scores_gemma":[0.9886398,0.00001204544,0.0002983725,0.00005115187,0.00006951932,0.0002262116,0.0005647555,0.00001294905,0.01012517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5693141,"threshold_uncertainty_score":0.7601292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03574059062934273,"score_gpt":0.3164467708584592,"score_spread":0.2807061802291165,"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."}}