{"id":"W4408328285","doi":"10.1053/j.semtcvs.2025.02.007","title":"Postoperative Brain Attack: Current Perspectives and Future Directions","year":2025,"lang":"en","type":"review","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health; HLS Therapeutics; Defense Advanced Research Projects Agency; National Institute of Neurological Disorders and Stroke; BioPorto","keywords":"Medicine; Current (fluid); Intensive care medicine; Neuroscience","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001487233,0.0009413298,0.002571285,0.001902624,0.0003158194,0.00238125,0.001006235,0.001588074,0.006484394],"category_scores_gemma":[0.00302962,0.0002648389,0.0009798505,0.002596811,0.0007660635,0.002276721,0.001049626,0.00228704,0.001071302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008119449,"about_ca_system_score_gemma":0.002793589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001228248,"about_ca_topic_score_gemma":0.00390937,"domain_scores_codex":[0.9996219,0.00009943694,0.00008543117,0.0000695251,0.00008075197,0.00004295147],"domain_scores_gemma":[0.9981132,0.001225689,0.000272374,0.00002251159,0.0002603344,0.0001059917],"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":[0.0002174795,0.00008402119,0.0006084118,0.04109927,0.0002898953,0.0002142879,0.00008628769,0.000329166,0.0002749088,0.003508964,0.02907957,0.9242077],"study_design_scores_gemma":[0.000228293,0.0003481305,0.004312772,0.06946436,0.002151184,0.0021473,0.0006521887,0.0004397731,0.0002187434,0.009617262,0.910324,0.00009588445],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003761774,0.9992558,0.00002532649,0.0004048871,0.0001401429,0.000001022356,0.000007418175,0.000001697507,0.000126007],"genre_scores_gemma":[0.0004088491,0.9988521,0.00006348496,0.0002605772,0.0003421383,0.000002713206,0.000009443642,4.550824e-7,0.00006016772],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006484394,"threshold_uncertainty_score":0.02169245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02707673654954279,"score_gpt":0.3503998795023521,"score_spread":0.3233231429528093,"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."}}