{"id":"W2070334818","doi":"10.4141/a01-058","title":"Sources of variation influencing the use of real-time ultrasound to predict intramuscular fat in live beef cattle","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Animal Science","topic":"Effects of Environmental Stressors on Livestock","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intramuscular fat; Breed; Ultrasound; Animal science; Beef cattle; Veterinary medicine; Biology; Mathematics; Food science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002701205,0.0003674785,0.0002905384,0.0004640301,0.000120991,0.0004812635,0.0002629967,0.0003975518,0.0002401847],"category_scores_gemma":[0.00410101,0.0001957874,0.0002777748,0.0003289052,0.0003041081,0.0002169228,0.0001924169,0.0002174432,0.00008486201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002705524,"about_ca_system_score_gemma":0.0001540049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003664965,"about_ca_topic_score_gemma":0.003694634,"domain_scores_codex":[0.9990963,0.0004793777,0.00004784617,0.0001653826,0.000150649,0.00006038859],"domain_scores_gemma":[0.9964693,0.002771948,0.0003773198,0.0001167998,0.0001974614,0.00006725665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007923134,0.0001216325,0.953119,0.0000330145,0.0003463119,0.0001027837,0.0002659704,0.008223053,0.01981323,0.00002180545,0.00003537848,0.01712552],"study_design_scores_gemma":[0.00001397576,0.0004554764,0.9738442,0.000006539211,0.0001144723,0.0001798312,0.0001405541,0.02213741,0.003005435,0.00003182108,0.00005756501,0.00001273711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986057,0.00006049073,0.001273294,0.000003041933,7.176768e-7,0.000001882765,0.00002828602,0.000004703756,0.00002190024],"genre_scores_gemma":[0.9989319,0.0000258053,0.0008361153,0.000003513434,0.000001403239,0.000004234189,0.0001477342,0.000003486963,0.00004568573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003664965,"threshold_uncertainty_score":0.0142855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01724908619838595,"score_gpt":0.1967675414586486,"score_spread":0.1795184552602626,"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."}}