{"id":"W2920221346","doi":"10.1007/s12017-019-08530-0","title":"Blood Biomarkers for Stroke Diagnosis and Management","year":2019,"lang":"en","type":"review","venue":"NeuroMolecular Medicine","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":176,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women and Children’s Health Research Institute; University of Alberta","funders":"National Institute of Neurological Disorders and Stroke; Canadian Institutes of Health Research; National Institutes of Health; Heart and Stroke Foundation of Canada","keywords":"Medicine; Biomarker; Stroke (engine); Biomarker discovery; Clinical Practice; Intensive care medicine; Standardization; Neurology; Bioinformatics; Physical therapy; Proteomics; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0003503368,0.0008037979,0.002762208,0.0006827802,0.00005953189,0.00001939114,0.0003231249,0.0002885486,0.0001100477],"category_scores_gemma":[0.0002230045,0.0006079652,0.0005775125,0.0003736064,0.0001947118,0.00003008398,0.0003453348,0.0003669213,0.0000427887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007709464,"about_ca_system_score_gemma":0.00006066465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005990282,"about_ca_topic_score_gemma":2.755887e-7,"domain_scores_codex":[0.9966426,0.00008885939,0.0008548765,0.001192083,0.0006568143,0.0005646957],"domain_scores_gemma":[0.9977437,0.0003054745,0.0003893819,0.001178632,0.00006982154,0.0003130023],"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":[0.00003594808,0.0001383262,0.00002019069,0.1069826,0.004279383,0.001305674,0.00001428738,2.705592e-8,0.00002521237,0.000135679,0.07277319,0.8142895],"study_design_scores_gemma":[0.003356194,0.001078162,0.00001376724,0.02152323,0.03701945,0.0004862849,0.000019757,0.000005413962,0.00002057273,0.000002656335,0.9360974,0.0003771067],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001694259,0.9774054,0.0004532663,0.0009013313,0.0006411585,0.007701779,0.00007816342,0.000107849,0.01269413],"genre_scores_gemma":[0.000004746297,0.9895654,0.001704993,0.001552859,0.0003791871,0.001558732,0.0004409561,0.0002140577,0.004579045],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8633242,"threshold_uncertainty_score":0.9996372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05484579793802423,"score_gpt":0.334823585365578,"score_spread":0.2799777874275537,"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."}}