{"id":"W4407635199","doi":"10.1186/s13054-025-05295-w","title":"Impact of age and mean intracranial pressure on the morphology of intracranial pressure waveform and its association with mortality in traumatic brain injury","year":2025,"lang":"en","type":"article","venue":"Critical Care","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Narodowe Centrum Nauki; Narodowym Centrum Nauki; European Commission","keywords":"Intracranial pressure; Medicine; Traumatic brain injury; Pulse pressure; Analysis of variance; Pulse (music); Linear regression; Cardiology; Internal medicine; Anesthesia; Blood pressure; Statistics; Mathematics","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":[0.0009517704,0.0003320517,0.0003127136,0.0009823734,0.0001590678,0.0005416418,0.0002058024,0.0002631038,0.0009601593],"category_scores_gemma":[0.005792245,0.0001195128,0.0004336995,0.0006821803,0.0002602899,0.000364544,0.0003465014,0.000368158,0.000239781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001521242,"about_ca_system_score_gemma":0.0002534875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007403021,"about_ca_topic_score_gemma":0.0007238704,"domain_scores_codex":[0.9995137,0.0001279706,0.00008595073,0.0000746004,0.0001499295,0.00004788183],"domain_scores_gemma":[0.9960465,0.001361086,0.001480456,0.0002322736,0.0005517831,0.0003278821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002776106,0.00001909456,0.9926353,0.00001289009,0.00007039763,0.00008160678,0.00004283274,0.0001698687,0.000501009,0.00001189907,0.00005551603,0.006122036],"study_design_scores_gemma":[0.00000119834,0.0001079206,0.998726,0.000004276294,0.00003261912,0.0003443991,0.00004325037,0.0004653072,0.0001714593,0.00002510797,0.00007487061,0.00000362456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982925,0.0005806321,0.0004637581,0.00003090602,0.00001061202,0.000004126724,0.0001817092,0.00001096945,0.0004247424],"genre_scores_gemma":[0.9992374,0.0001871652,0.0002948247,0.000005280407,0.00001852131,0.000004418231,0.0001869226,0.000003169711,0.00006238533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009823734,"threshold_uncertainty_score":0.005033493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0232410792849418,"score_gpt":0.3286255378591726,"score_spread":0.3053844585742308,"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."}}