{"id":"W4399224526","doi":"10.3168/jds.2023-24477","title":"Vaccination protocols in Québec dairy herds","year":2024,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association des Médecins Vétérinaires du Québec; Université de Montréal; Cegep de Saint Hyacinthe","funders":"","keywords":"Vaccination; Medicine; Herd; Biosecurity; Veterinary medicine; Virology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004919108,0.0002281525,0.0001798449,0.001227553,0.001029978,0.0009355877,0.0009235581,0.0003718731,0.001706955],"category_scores_gemma":[0.009640042,0.0002555051,0.0002392093,0.001650673,0.0005026864,0.0004091347,0.0003797211,0.0003064987,0.0002555046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03078102,"about_ca_system_score_gemma":0.02361632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9318909,"about_ca_topic_score_gemma":0.9615179,"domain_scores_codex":[0.9972672,0.001021706,0.0002209603,0.0005048342,0.000640751,0.0003444631],"domain_scores_gemma":[0.992056,0.001889379,0.002314575,0.0004117366,0.002688471,0.0006397894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004731515,0.0002506685,0.8722228,0.00031672,0.00008158529,0.0001457545,0.002570285,0.002677209,0.003302543,0.0005944914,0.007939205,0.1094256],"study_design_scores_gemma":[0.00002550395,0.0003437459,0.9859153,0.0001192764,0.00001691275,0.00004854638,0.000904708,0.002082002,0.0004896767,0.00004920527,0.009978775,0.00002632427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792849,0.001756372,0.002190485,0.0007710468,0.00004654453,0.00137798,0.006890651,0.0001517287,0.007530208],"genre_scores_gemma":[0.9777029,0.001366053,0.006670839,0.0006345603,0.0000195615,0.001079222,0.005705487,0.00002482258,0.006796453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0681091,"threshold_uncertainty_score":0.223333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04287388578674275,"score_gpt":0.3187406678273407,"score_spread":0.2758667820405979,"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."}}