{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001243248,0.0006418518,0.0008697759,0.0007105457,0.000740867,0.0008704869,0.0009141854,0.0007923295,0.004629692],"category_scores_gemma":[0.004013593,0.0002674925,0.001492375,0.0006864566,0.0003658419,0.0007036736,0.0005316913,0.0007611456,0.0004584252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007889103,"about_ca_system_score_gemma":0.001310979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05486315,"about_ca_topic_score_gemma":0.03450533,"domain_scores_codex":[0.9996996,0.0001319314,0.00001592926,0.00006337294,0.0000318136,0.00005728704],"domain_scores_gemma":[0.997092,0.002274219,0.0001280006,0.0001297601,0.0002623329,0.0001136725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001302157,0.00006289848,0.01331405,0.00006446208,0.0001011553,0.0001200117,0.00009082274,0.9730376,0.0004528353,0.002968584,0.0007377836,0.008919603],"study_design_scores_gemma":[0.000004504392,0.00002091889,0.001889244,0.000006765751,0.0000288651,0.00001777361,0.00005235395,0.9965306,0.000206406,0.000970407,0.0002627108,0.000009539219],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9143473,0.0006233465,0.07000867,0.0004530382,0.00006697051,0.00004653831,0.001200574,0.0004386861,0.01281486],"genre_scores_gemma":[0.9864841,0.0001157747,0.008986815,0.00003247264,0.00001041326,0.00004300769,0.0007922506,0.00006387754,0.003471116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05486315,"threshold_uncertainty_score":0.1090876,"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."}}