{"id":"W4322755220","doi":"10.3168/jdsc.2022-0335","title":"Evaluating different methods of serum collection to detect failed transfer of passive immunity in newborn calves via refractometry","year":2023,"lang":"en","type":"article","venue":"JDS Communications","topic":"Animal health and immunology","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Federated Co-operatives (Canada)","funders":"","keywords":"Radial immunodiffusion; Refractometry; Brix; Chemistry; Blood serum; Chromatography; Serum concentration; Immunology; Antibody; Medicine; Food science; Internal medicine; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001013094,0.0001334607,0.0004078595,0.0005937256,0.0002232142,0.000005514181,0.0006495136,0.0001489039,0.0001045669],"category_scores_gemma":[0.0006628798,0.0001302098,0.0001001653,0.001896724,0.0001170586,0.00008155008,0.0003697874,0.0004596805,0.00002196944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001477889,"about_ca_system_score_gemma":0.0001042781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001472382,"about_ca_topic_score_gemma":0.0007557142,"domain_scores_codex":[0.9967231,0.001988612,0.0007202553,0.0001617327,0.0001380895,0.0002682268],"domain_scores_gemma":[0.9965845,0.001708567,0.0001387701,0.001314631,0.0001900686,0.00006343773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001102103,0.000321604,0.006924666,0.0001775602,0.00009794281,9.883175e-7,0.0063512,0.00002826461,0.6742334,0.0002573666,0.00005762076,0.3104473],"study_design_scores_gemma":[0.0007074724,0.002976245,0.9723183,0.000118751,0.00003614694,0.000004634315,0.002120818,0.007510723,0.01261837,0.0009704942,0.0004686487,0.0001494008],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878311,0.0003252115,0.009635029,0.0009526674,0.00007623803,0.0005592836,0.00004794907,0.00006603561,0.0005064779],"genre_scores_gemma":[0.9636844,0.0003590794,0.03558349,0.00004716234,0.000006598666,0.0001970944,0.00003239758,0.00002085895,0.00006889359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9653936,"threshold_uncertainty_score":0.5309801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2543588102096896,"score_gpt":0.5263418696191732,"score_spread":0.2719830594094835,"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."}}