{"id":"W3096716905","doi":"10.1111/jocs.15162","title":"Decision analysis and personalized clinical tool for cerebrospinal fluid drains in thoracoabdominal aortic aneurysms repair","year":2020,"lang":"en","type":"article","venue":"Journal of Cardiac Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Cerebrospinal fluid; Surgery; Life expectancy; External ventricular drain; Hematoma; Decision analysis; Anesthesia; 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":[0.001714185,0.0001715443,0.00146735,0.0002979919,0.00004274064,0.00002827562,0.00004391708,0.0001003911,0.00003754073],"category_scores_gemma":[0.001532368,0.0001292128,0.002508153,0.000506684,0.00009593686,0.0001510541,0.00002615742,0.0001937933,0.000002233909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004313253,"about_ca_system_score_gemma":0.0003092522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003001742,"about_ca_topic_score_gemma":5.665179e-7,"domain_scores_codex":[0.9977301,0.0001803726,0.001150423,0.0002684382,0.0004432246,0.0002273771],"domain_scores_gemma":[0.9973102,0.001607904,0.0003625413,0.0001562512,0.0001699117,0.0003931946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006277604,0.0002664175,0.9504038,0.00008387519,0.002405676,0.0003611304,0.0001319597,0.000004197623,0.0001140628,0.00001085989,0.002596969,0.03734344],"study_design_scores_gemma":[0.001568433,0.0005482247,0.9864576,0.0001009801,0.007868829,0.00008350863,0.0002508969,0.001396968,0.00008928938,0.00006435404,0.001421239,0.0001496441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952474,0.002361725,0.0009786109,0.000878192,0.000190815,0.0002568688,0.00001847831,0.00001658471,0.00005129126],"genre_scores_gemma":[0.9943361,0.0006744103,0.003868614,0.0004843842,0.0005589954,0.00001075148,0.00001631999,0.00001906862,0.00003130296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0371938,"threshold_uncertainty_score":0.5269147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05286833587954811,"score_gpt":0.3485488875384658,"score_spread":0.2956805516589177,"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."}}