{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003170824,0.0005153912,0.0004073972,0.001475493,0.0001954122,0.0006182286,0.000428193,0.0005183704,0.000554323],"category_scores_gemma":[0.00608516,0.0002316124,0.0004438082,0.0004007723,0.0004651665,0.000530114,0.0006889789,0.0004542391,0.0002127922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003568308,"about_ca_system_score_gemma":0.000536203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129457,"about_ca_topic_score_gemma":0.00221697,"domain_scores_codex":[0.9987909,0.0003710386,0.0001543126,0.0001733717,0.0004074081,0.0001029661],"domain_scores_gemma":[0.995186,0.0007221674,0.002302912,0.0002855709,0.001086024,0.0004172828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001548372,0.00007173618,0.995666,0.00001045124,0.00004520389,0.00002190968,0.00003737299,0.0002090201,0.001036889,0.00001145458,0.0001171629,0.002618005],"study_design_scores_gemma":[0.0000310038,0.001029659,0.9955944,0.00001252571,0.00004352384,0.0002683284,0.00009298828,0.002142427,0.0005658669,0.00001980235,0.0001912641,0.000008180944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986179,0.00004843823,0.0009344081,0.00001845598,0.00000516377,0.000051226,0.0001493918,0.00000960915,0.0001654577],"genre_scores_gemma":[0.9967449,0.00003829162,0.002408444,0.00001349822,0.000007097912,0.00006246148,0.0006337855,0.000003320449,0.00008831333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003170824,"threshold_uncertainty_score":0.01676911,"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."}}