{"id":"W4389917807","doi":"10.3389/fvets.2023.1325087","title":"Perceived role of the veterinarian in promoting dairy cattle welfare","year":2023,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Animal welfare; Dairy cattle; Welfare; Business; Dairy industry; Veterinary medicine; Agricultural science; Animal science; Biology; Political science; Medicine; Food science; Law; Ecology","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":[0.007616494,0.0002231449,0.0002689632,0.0007209638,0.004401899,0.003413136,0.000920392,0.001244411,0.002782666],"category_scores_gemma":[0.01237631,0.0002579085,0.0002430785,0.0005068709,0.004214778,0.00105616,0.002044941,0.001416178,0.0002532189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006157551,"about_ca_system_score_gemma":0.0130017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1536201,"about_ca_topic_score_gemma":0.2406084,"domain_scores_codex":[0.992548,0.004302516,0.0002434781,0.0003131653,0.001461869,0.001130876],"domain_scores_gemma":[0.9885153,0.00408324,0.001652189,0.0001752035,0.002050274,0.003523713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003661955,0.0004034856,0.3221415,0.001391352,0.000105871,0.00352485,0.5632952,0.0004695481,0.01433677,0.00477855,0.005081213,0.08410539],"study_design_scores_gemma":[0.00003759865,0.000531274,0.2788344,0.001145862,0.00007413699,0.002172182,0.6662593,0.0007213749,0.001253988,0.0009683734,0.04788015,0.0001213214],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734099,0.002461703,0.001470434,0.008206393,0.00008528795,0.00006244133,0.00004345717,0.0000215994,0.01423887],"genre_scores_gemma":[0.9967518,0.0008826511,0.0007928727,0.000673894,0.00001795455,0.0000122638,0.00001417918,0.000003410872,0.0008509771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1536201,"threshold_uncertainty_score":0.3054519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1239652844627802,"score_gpt":0.426314289985918,"score_spread":0.3023490055231377,"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."}}