{"id":"W4383374958","doi":"10.3389/fvets.2023.1104754","title":"Individual drivers and barriers to adoption of disease control and welfare practices in dairy and beef cattle production: a scoping review","year":2023,"lang":"en","type":"review","venue":"Frontiers in Veterinary Science","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Animal welfare; Livestock; Business; Welfare; Disease control; Limiting; Systematic review; Animal health; Production (economics); Dairy cattle; Beef cattle; Best practice; Agricultural science; Environmental health; Marketing; Veterinary medicine; Medicine; Geography; MEDLINE; Engineering; Political science; Economics; Biology; Animal science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001349241,0.0003431987,0.001208185,0.000795501,0.0002921775,0.00006172928,0.0003077797,0.00008668689,0.000005776313],"category_scores_gemma":[0.001371546,0.0003173812,0.00006315518,0.00129684,0.0009119798,0.0006875548,0.0005520284,0.0002675399,0.000001512475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001096664,"about_ca_system_score_gemma":0.000367146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003699953,"about_ca_topic_score_gemma":0.000005852396,"domain_scores_codex":[0.9974216,0.0002550909,0.0006017373,0.0009775982,0.0003788879,0.0003650468],"domain_scores_gemma":[0.9987718,0.00007305841,0.0004843109,0.0002956147,0.00006033444,0.0003148085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007998655,0.0001254419,0.05597448,0.363529,0.0001440483,0.0009596227,0.003654464,0.000002683342,0.00004441963,0.00006835364,0.000852483,0.5738451],"study_design_scores_gemma":[0.001019004,0.004211877,0.3442567,0.5779502,0.001565452,0.0006267508,0.006179244,0.00001563968,1.452158e-7,0.00002638824,0.062476,0.001672606],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03727808,0.9594315,0.000007028454,0.0003388364,0.0005301425,0.00224043,0.0001255618,0.0000286646,0.00001977536],"genre_scores_gemma":[0.03461254,0.9643798,0.0006404037,0.00003777518,0.00003150254,0.0002500229,0.00001213216,0.00002386937,0.00001195905],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5721725,"threshold_uncertainty_score":0.9999278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114123109773262,"score_gpt":0.4042604173143071,"score_spread":0.2901373075410451,"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."}}