{"id":"W7103878565","doi":"10.48448/nse7-kk37","title":"Early Identification of Delayed Cerebral Ischemia and Cerebral Vasospasm After Aneurysmal Subarachnoid Hemorrhage Through a Novel Dynamical Systems Approach","year":2025,"lang":"","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Transcranial Doppler; Subarachnoid hemorrhage; Ischemia; Vasospasm; Cerebral vasospasm; Waveform; Cerebral blood flow; Attractor","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":[0.0003746047,0.0004880702,0.0003905182,0.000918439,0.0002722,0.0005475362,0.0003420145,0.0003803754,0.0009140504],"category_scores_gemma":[0.001230686,0.0002246615,0.0006290876,0.0002627649,0.0003899615,0.0003919684,0.0004602837,0.0003056192,0.0001086026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003946061,"about_ca_system_score_gemma":0.0004079659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002754887,"about_ca_topic_score_gemma":0.001805929,"domain_scores_codex":[0.9998631,0.00003851559,0.000009930451,0.00005066692,0.00002178351,0.00001598868],"domain_scores_gemma":[0.9995328,0.0002571983,0.0000954545,0.0000222637,0.00006176004,0.00003057938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005121086,0.0002338893,0.05207686,0.0002672323,0.000384071,0.0008856205,0.000426769,0.7589136,0.03203138,0.01410644,0.0009941946,0.1391679],"study_design_scores_gemma":[0.000006625735,0.0000562824,0.003820025,0.000006891416,0.00001941021,0.00006460222,0.000018168,0.9935313,0.0006217213,0.001663072,0.0001805081,0.00001141128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3440017,0.0005208013,0.651839,0.0003303225,0.00005704083,0.00009434088,0.0002077249,0.0003255917,0.002623573],"genre_scores_gemma":[0.9552686,0.0001673596,0.04350908,0.00002978082,0.00003622983,0.00007373256,0.0001302077,0.00001980122,0.0007651364],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002754887,"threshold_uncertainty_score":0.005477667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0132276696317126,"score_gpt":0.2542962330556073,"score_spread":0.2410685634238947,"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."}}