{"id":"W6903064003","doi":"10.7939/81731","title":"Relationships between Canadian beef grade and intramuscular collagen characteristics in bovine m. longissimus lumborum","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Meat and Animal Product Quality","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tenderness; Pyridinoline; Connective tissue; Solubility; Divalent; Beef industry; Longissimus; Heat stability","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":[0.0001150497,0.0001522477,0.000323273,0.00007788635,0.0002151557,0.00003161944,0.0002629839,0.0003333948,0.0004816602],"category_scores_gemma":[0.00008449978,0.00009907824,0.00006558573,0.0003666044,0.00004170637,0.0002392808,0.00004866258,0.0002320536,0.00000591731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002358629,"about_ca_system_score_gemma":0.0001240922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1523045,"about_ca_topic_score_gemma":0.6068292,"domain_scores_codex":[0.9990581,0.0001407903,0.0001957377,0.0003076481,0.00009741855,0.0002002897],"domain_scores_gemma":[0.9993547,0.0002473536,0.0001256187,0.00006841395,0.00002411667,0.0001798361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001442622,0.00007182739,0.9766502,0.0003022958,0.0000892223,0.00003983077,0.00318392,2.564183e-7,0.0005730272,0.001988347,0.004710467,0.01224636],"study_design_scores_gemma":[0.00008761329,0.00005329829,0.9640801,0.0001354744,0.00004650516,2.414615e-7,0.001863481,0.000006738144,0.00008018563,0.000305337,0.03315672,0.0001842888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852949,0.0001634128,7.481355e-8,0.002626443,0.00006666317,0.0002007067,0.000149597,0.00001403779,0.01148415],"genre_scores_gemma":[0.9692938,0.0001770593,0.00004563552,0.00003479886,0.00008069002,1.705741e-7,0.006148321,0.000001493769,0.02421805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4545248,"threshold_uncertainty_score":0.8533404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135088679148236,"score_gpt":0.1933379681284652,"score_spread":0.1719870813369829,"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."}}