{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002831349,0.0001550938,0.0001290615,0.0005793977,0.0005661322,0.0004580877,0.0002328968,0.0001998905,0.001374015],"category_scores_gemma":[0.0005720422,0.0001758862,0.000151784,0.0006197291,0.000218053,0.0001258537,0.0001586525,0.0001996162,0.0001625802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003173517,"about_ca_system_score_gemma":0.0008931104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6808099,"about_ca_topic_score_gemma":0.9047208,"domain_scores_codex":[0.9998093,0.00001156761,0.000009213093,0.00005087592,0.00007724106,0.00004181436],"domain_scores_gemma":[0.9992576,0.00005242837,0.0002167714,0.00001994281,0.0003419649,0.0001111873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004604346,0.00006136637,0.9611579,0.0000340298,0.00005953667,0.00008629396,0.0004592057,0.00007500302,0.03195794,0.00004543366,0.0002513445,0.00535157],"study_design_scores_gemma":[6.595841e-7,0.00002388161,0.9994268,0.000001920313,0.000005949854,0.0000216123,0.0001085547,0.0000503887,0.0002081332,0.000001912246,0.000149202,0.000001109096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988297,0.0001463165,0.00005376772,0.00001343273,0.00000132752,0.000004317785,0.0003931617,0.000001998376,0.0005558801],"genre_scores_gemma":[0.997694,0.0001389165,0.0002304766,0.00002818234,0.000001555823,0.00000525802,0.0006438862,0.000002049946,0.001255658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3191901,"threshold_uncertainty_score":0.6421398,"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."}}