{"id":"W4409292632","doi":"10.3390/vetsci12040347","title":"From Parts to Whole: A Systems Biology Approach to Decoding Milk Fever","year":2025,"lang":"en","type":"review","venue":"Veterinary Sciences","topic":"Reproductive Physiology in Livestock","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Biosecurity; Milk fever; Biology; Biotechnology; Intensive care medicine; Disease; Subclinical infection; Business; Medicine; Internal medicine; Lactation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009302146,0.001099937,0.001751912,0.002072925,0.0003119804,0.001463451,0.001125537,0.00173155,0.002875158],"category_scores_gemma":[0.001214959,0.0003251639,0.0009382138,0.001526826,0.0007538358,0.001864452,0.0009059712,0.00258328,0.001413399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008550208,"about_ca_system_score_gemma":0.001558263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001196112,"about_ca_topic_score_gemma":0.001717239,"domain_scores_codex":[0.9997428,0.00007500448,0.00003239495,0.0000478102,0.00007567475,0.0000263168],"domain_scores_gemma":[0.9995284,0.000286481,0.00004210505,0.0000188033,0.00009135556,0.00003287261],"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":[0.0000880679,0.0001002635,0.0002924846,0.04036932,0.0003016178,0.0002598016,0.0002460066,0.00113187,0.004905905,0.02107446,0.02887492,0.9023553],"study_design_scores_gemma":[0.00001561456,0.0001519832,0.0007523044,0.006379475,0.0002403278,0.0006263005,0.0001409324,0.0003543631,0.0008536176,0.008524718,0.9819255,0.00003485986],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000140247,0.9970142,0.0008264105,0.0006014885,0.0003548402,0.000009231267,0.00002274386,0.00001620802,0.001014627],"genre_scores_gemma":[0.001280851,0.9966791,0.0008061482,0.0003769654,0.0001848763,0.00001631943,0.00003504843,0.00000372848,0.0006171319],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002875158,"threshold_uncertainty_score":0.009618342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1699126714707255,"score_gpt":0.3594025758935222,"score_spread":0.1894899044227967,"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."}}