{"id":"W4406334717","doi":"10.3390/ani15020181","title":"A Framework for Comprehensive Dairy Calf Health Investigations","year":2025,"lang":"en","type":"review","venue":"Animals","topic":"Animal health and immunology","field":"Veterinary","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Medicine; Colostrum; Ice calving; Environmental health; Productivity; Pregnancy; Intensive care medicine; Lactation; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002091208,0.0004762191,0.002367867,0.0002619493,0.0004063949,0.00003016609,0.000422504,0.0007135763,0.00009883432],"category_scores_gemma":[0.0005683357,0.0004351304,0.0005571812,0.000440956,0.000140999,0.00005026474,0.000180238,0.0007561091,0.000407824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002265447,"about_ca_system_score_gemma":0.002457691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001511711,"about_ca_topic_score_gemma":0.0000106286,"domain_scores_codex":[0.9970276,0.0004251778,0.001083627,0.000623136,0.0001091534,0.0007312929],"domain_scores_gemma":[0.996131,0.002333243,0.0006134478,0.0005607632,0.000140411,0.0002211177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001918349,0.00006984496,0.000002619664,0.1172843,0.000243778,0.00001779159,0.0001826095,1.399569e-8,4.635473e-7,0.1202691,0.07090212,0.6908355],"study_design_scores_gemma":[0.0001242329,0.002614216,0.00002611229,0.02153962,0.0001756138,0.00007388773,0.00005426919,0.000001959221,5.010415e-8,0.005148906,0.9699456,0.0002955094],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005893557,0.9927802,0.001374242,0.0007168748,0.0005526862,0.002870348,0.0008631003,0.000224376,0.0006122471],"genre_scores_gemma":[0.00001471987,0.9788186,0.01555969,0.003277193,0.0003286676,0.001106663,0.0004307284,0.00006824691,0.0003955242],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8990435,"threshold_uncertainty_score":0.99981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3776156459337497,"score_gpt":0.5187632322157801,"score_spread":0.1411475862820304,"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."}}