{"id":"W2409675869","doi":"10.1016/j.jvc.2015.05.001","title":"Management of incidentally detected heart murmurs in dogs and cats","year":2015,"lang":"en","type":"review","venue":"Journal of Veterinary Cardiology","topic":"Cardiovascular Conditions and Treatments","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Medicine; Heart murmur; CATS; Auscultation; Clinical decision making; Internal medicine; Cardiology; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005598647,0.0002325823,0.002859855,0.0005143757,0.00001394277,0.000004782915,0.0000875789,0.0002081676,0.00001009778],"category_scores_gemma":[0.00001488814,0.000175977,0.0009759562,0.0001888389,0.00008576732,0.00004555206,0.0001232384,0.0003021374,0.000004440344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002623431,"about_ca_system_score_gemma":0.0001804904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001068684,"about_ca_topic_score_gemma":7.013616e-7,"domain_scores_codex":[0.9983264,0.0003100949,0.0007839859,0.000182675,0.0002301258,0.0001667475],"domain_scores_gemma":[0.9990398,0.00004192211,0.0003788766,0.0002846724,0.0001299079,0.0001248052],"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":[0.0004512652,0.0002159768,0.002288533,0.01608678,0.01414757,0.1045485,0.00006153461,0.000006682572,0.00002223307,0.00001203764,0.0006873293,0.8614716],"study_design_scores_gemma":[0.002851753,0.003280867,0.02606569,0.01007436,0.005944152,0.3171642,0.00005607438,2.305823e-7,4.827554e-7,0.00002556457,0.6343601,0.0001764992],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0494153,0.9492674,0.00001092625,0.000009695089,0.0002855603,0.0004014161,0.00002073828,0.000003984731,0.0005849279],"genre_scores_gemma":[0.02958866,0.9696533,0.0005149605,0.000005185231,0.0001188493,0.00001682085,0.00002851578,0.00002550339,0.00004819659],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.861295,"threshold_uncertainty_score":0.7176134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07218327693808414,"score_gpt":0.3803926108834879,"score_spread":0.3082093339454038,"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."}}