{"id":"W4406015816","doi":"10.1038/s41598-024-83862-x","title":"TILTomorrow today: dynamic factors predicting changes in intracranial pressure treatment intensity after traumatic brain injury","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"NeuroTrauma Sciences; Medical Research Council; National Institute for Health and Care Research; Gates Cambridge Trust; Integra LifeSciences; Seventh Framework Programme; ZNS - Hannelore Kohl Stiftung; Paul and Daisy Soros Fellowships for New Americans; Princeton University; European Commission","keywords":"Traumatic brain injury; Intracranial pressure; Intensity (physics); Medicine; Internal medicine; Anesthesia; Psychiatry; Physics","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":[0.002877865,0.0006750546,0.0004376063,0.0007828548,0.00025675,0.0007543284,0.0005864355,0.0004830961,0.001546907],"category_scores_gemma":[0.007227554,0.0002067203,0.0009386417,0.0004828836,0.0002306987,0.0005071135,0.0007816271,0.0008398752,0.0003182228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004236472,"about_ca_system_score_gemma":0.0005032869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007812462,"about_ca_topic_score_gemma":0.007570349,"domain_scores_codex":[0.9993035,0.000305361,0.00005646015,0.0002082945,0.00005598018,0.00007047887],"domain_scores_gemma":[0.9976751,0.001398701,0.0003546262,0.0002350721,0.0001989696,0.0001374996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008304068,0.0002368508,0.9123763,0.00004711511,0.0004425834,0.000120788,0.0002598999,0.03674544,0.002305977,0.0003360978,0.001243018,0.04505533],"study_design_scores_gemma":[0.00002137738,0.0005810873,0.4386698,0.00003574576,0.0001444202,0.0001389713,0.0002493553,0.556778,0.001826544,0.001008863,0.0005011579,0.00004470726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901467,0.00009373508,0.008668599,0.0001241832,0.00001809206,0.0000198522,0.0006827601,0.00007100552,0.0001749995],"genre_scores_gemma":[0.9968322,0.00001961049,0.002052691,0.00001462213,0.00000667618,0.00001717823,0.000910812,0.000007770339,0.0001384368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007812462,"threshold_uncertainty_score":0.01553398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649718718354428,"score_gpt":0.2802426302742784,"score_spread":0.2637454430907342,"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."}}