{"id":"W2155516318","doi":"10.3168/jds.2014-8415","title":"Evaluation of on-farm tools for colostrum quality measurement","year":2015,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Animal health and immunology","field":"Veterinary","cited_by":174,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Refractometer; Colostrum; Brix; Radial immunodiffusion; Animal science; Chemistry; Refractometry; Food science; Veterinary medicine; Antibody; Mathematics; Biology; Medicine; Immunology; Sugar; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02454129,0.00005446723,0.0001716984,0.0001166616,0.00008275358,0.00001866171,0.0002988418,0.0000337536,0.00001407047],"category_scores_gemma":[0.006743304,0.0000415404,0.00005441245,0.0001843606,0.000184537,0.0002987866,0.00002993049,0.0001008194,0.000006579515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004623796,"about_ca_system_score_gemma":0.002564049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001401424,"about_ca_topic_score_gemma":0.000007724117,"domain_scores_codex":[0.9971051,0.0002239663,0.0005089813,0.0001012981,0.001868014,0.0001926379],"domain_scores_gemma":[0.9955578,0.0001230182,0.0005646258,0.0001366605,0.003490801,0.0001271142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0345367,0.001457597,0.008791175,0.0001813098,0.0001002798,0.00001259396,0.003691297,0.0001633737,0.3381107,0.007206575,0.00477419,0.6009742],"study_design_scores_gemma":[0.01213582,0.1827053,0.7365565,0.0003875737,0.0002242231,0.000470147,0.006177124,0.004597746,0.02845308,0.01537223,0.01247717,0.0004431248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958997,0.0001744114,0.0004787153,0.0005054234,0.0007438804,0.0002157568,0.000006164585,0.000002806134,0.001973184],"genre_scores_gemma":[0.9988194,0.000003007647,0.0009403921,0.0001480705,0.00007460292,0.000003614254,2.08118e-7,0.000002549317,0.000008231749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7277653,"threshold_uncertainty_score":0.850557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6092761794795666,"score_gpt":0.5013728265031105,"score_spread":0.107903352976456,"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."}}