{"id":"W4376134118","doi":"10.33943/mms.2023.80.12.004","title":"THE RESULTS OF PUREBRED AND CROSSBRED  BEEF CATTLE BREEDING’S IMITATION MODELING","year":2023,"lang":"ru","type":"article","venue":"Molochnoe i miasnoe skotovodstvo","topic":"Food Industry and Aquatic Biology","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Purebred; Crossbreed; Livestock; Animal science; Ice calving; Biology; Reproduction; Beef cattle; Animal breeding; Herd; Biotechnology; Lactation; Ecology; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001532867,0.0003592831,0.0004578333,0.00005658212,0.00102234,0.0001714053,0.000606948,0.0006810105,0.00004054296],"category_scores_gemma":[0.001106255,0.0001566098,0.0001726156,0.001134587,0.000837861,0.0001557608,0.0003562043,0.0004936028,0.000101405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003498953,"about_ca_system_score_gemma":0.0000590253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001356351,"about_ca_topic_score_gemma":0.0005724264,"domain_scores_codex":[0.9969362,0.0002383304,0.0009469522,0.0007074578,0.0003734992,0.0007975777],"domain_scores_gemma":[0.9978824,0.001074231,0.0003962645,0.0002476097,0.0002294518,0.000170014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002390238,0.0004874566,0.004266246,0.0003044055,0.0005299752,0.00006013298,0.006383886,0.005505139,0.5244127,0.008105461,0.06063285,0.3869216],"study_design_scores_gemma":[0.0110804,0.01460151,0.1286535,0.001736057,0.0006879035,0.0002703835,0.06353439,0.5431968,0.09186696,0.06443146,0.07518693,0.004753764],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751868,0.001203034,0.00001074536,0.0209277,0.0007775527,0.0005418503,0.00031929,0.000137269,0.0008957597],"genre_scores_gemma":[0.9944361,0.0007626128,0.00007463139,0.0001369274,0.0004472066,0.00003799294,0.0001608141,0.000006303406,0.003937397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5376917,"threshold_uncertainty_score":0.7863113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06131699937099486,"score_gpt":0.2670775284306917,"score_spread":0.2057605290596969,"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."}}