{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.003897944,0.002287245,0.002461395,0.002677518,0.0009145849,0.001776373,0.003989201,0.001869061,0.0003443795],"category_scores_gemma":[0.0006105051,0.002338117,0.0004420507,0.006894635,0.009698002,0.002811808,0.002195522,0.002289736,0.0005323319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001450064,"about_ca_system_score_gemma":0.003686392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002746034,"about_ca_topic_score_gemma":0.0001670906,"domain_scores_codex":[0.9831725,0.0003198485,0.00385033,0.0055521,0.004293493,0.002811715],"domain_scores_gemma":[0.9905432,0.0001933403,0.003342784,0.00357924,0.001519113,0.0008222981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004174653,0.01347809,0.03671214,0.02992606,0.001033412,0.0003252744,0.008146653,0.005405907,0.7576241,0.1385511,0.0009479842,0.00367466],"study_design_scores_gemma":[0.004795363,0.000581563,0.007994119,0.0003674969,0.001849903,0.0007661413,0.001980301,0.9716518,0.006108734,0.0005346541,0.000114883,0.003255046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7410271,0.0032933,0.2065476,0.0001817997,0.002959427,0.006338505,0.006816166,0.0006081192,0.03222803],"genre_scores_gemma":[0.9425516,0.000008297417,0.03019131,0.00007735077,0.0004759994,0.0002939192,0.0004882243,0.0007144372,0.02519882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9662459,"threshold_uncertainty_score":0.9994267,"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."}}