{"id":"W2965753273","doi":"10.1111/vsu.13291","title":"Development and validation of a brachycephalic risk (BRisk) score to predict the risk of complications in dogs presenting for surgical treatment of brachycephalic obstructive airway syndrome","year":2019,"lang":"en","type":"article","venue":"Veterinary Surgery","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Animal Health Institute","funders":"","keywords":"Medicine; Triage; Retrospective cohort study; Population; Airway; Cohort; Medical history; Clinical endpoint; Physical examination; Surgery; Emergency medicine; Randomized controlled trial; Internal 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":[0.0009898975,0.0002090136,0.0008350978,0.0004491729,0.00008317873,0.000006905335,0.0001298814,0.0001144079,0.00003859997],"category_scores_gemma":[0.0002503574,0.0001588928,0.0001854038,0.0004553506,0.0002132756,0.000116853,0.0001407761,0.0001335931,0.000004520988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508762,"about_ca_system_score_gemma":0.0002504848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003430768,"about_ca_topic_score_gemma":0.00001314686,"domain_scores_codex":[0.9976628,0.000411968,0.0008631306,0.000412421,0.0003223235,0.0003274037],"domain_scores_gemma":[0.9963824,0.002315017,0.0004928164,0.0005102712,0.0001833211,0.0001162165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001749602,0.000717459,0.9740787,0.0004688097,0.0003043585,0.00008584847,0.002336453,0.00007448805,0.01079613,0.00001516544,0.00001471938,0.009358226],"study_design_scores_gemma":[0.001902911,0.00337872,0.9870829,0.0002541465,0.0001050818,0.001702357,0.0004023333,0.0003376906,0.003771945,0.00002955007,0.0009032431,0.0001291144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969181,0.0002346743,0.00004295958,0.0001234792,0.00009548476,0.002289697,0.0001813327,0.00001773958,0.00009657266],"genre_scores_gemma":[0.9968354,0.0001652221,0.002391449,0.000005059732,0.00002118376,0.0003823243,0.00008621636,0.00002800048,0.00008513416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01300416,"threshold_uncertainty_score":0.6479459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07289087410262124,"score_gpt":0.3385472769786401,"score_spread":0.2656564028760188,"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."}}