{"id":"W4407386572","doi":"10.3389/fvets.2025.1503915","title":"Understanding barriers to veterinary involvement in dairy calf health management","year":2025,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"American Association of Bovine Practitioners","keywords":"Medicine; Odds ratio; Odds; Logistic regression; Demographics; Family medicine; Medical record; MEDLINE; Veterinary medicine; Environmental health; Demography; Internal medicine","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003341904,0.0002367075,0.0004012065,0.002332617,0.001560108,0.00003994619,0.000677096,0.0000720417,0.00007833206],"category_scores_gemma":[0.000238406,0.0002496527,0.00003910361,0.003694205,0.0003116167,0.0007046366,0.0009899965,0.0004847898,0.00004100802],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004365357,"about_ca_system_score_gemma":0.001538817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002708766,"about_ca_topic_score_gemma":0.00004951635,"domain_scores_codex":[0.9963464,0.0005008084,0.0007704009,0.0007870916,0.0004258633,0.00116946],"domain_scores_gemma":[0.9987114,0.0001365717,0.0001580617,0.0005633405,0.00004963703,0.0003809843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002263016,0.0006264542,0.5247642,0.003007705,0.0001226655,0.0007726748,0.1125784,0.0007016576,0.001955357,0.01339227,0.3218724,0.01794319],"study_design_scores_gemma":[0.001747054,0.002058637,0.2370017,0.002086796,0.00001105805,0.0000111856,0.4257068,0.0006242325,0.000003569219,0.002637044,0.3275757,0.0005362926],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9214078,0.0006158554,0.01777473,0.01485999,0.01102585,0.002175115,0.00001037084,0.0000968637,0.03203345],"genre_scores_gemma":[0.9723137,0.0004837887,0.01516896,0.009011313,0.0000442088,0.0004318955,0.000003671097,0.00001495592,0.002527493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3131284,"threshold_uncertainty_score":0.9999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3568904320194324,"score_gpt":0.4910082147961003,"score_spread":0.1341177827766679,"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."}}