{"id":"W3080986798","doi":"10.1089/neu.2020.7266","title":"Non-Invasive Techniques for Multimodal Monitoring in Traumatic Brain Injury: Systematic Review and Meta-Analysis","year":2020,"lang":"en","type":"review","venue":"Journal of Neurotrauma","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Traumatic brain injury; Medicine; Transcranial Doppler; Cochrane Library; Intracranial pressure; Intracranial pressure monitoring; Meta-analysis; Internal medicine; Anesthesia; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.001687511,0.0007607375,0.01635544,0.000927574,0.00006316978,0.00007223092,0.0004627178,0.0002558644,0.00002128483],"category_scores_gemma":[0.002096275,0.0004832382,0.007041685,0.00125424,0.0000763549,0.0001996428,0.00005318414,0.001058968,0.000002879707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001050108,"about_ca_system_score_gemma":0.0002525649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002998254,"about_ca_topic_score_gemma":0.00000184351,"domain_scores_codex":[0.9942552,0.0006459785,0.003603655,0.0005422138,0.0006231323,0.0003297887],"domain_scores_gemma":[0.9942327,0.001754654,0.002887798,0.0006066784,0.0002256323,0.0002925389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00002755143,0.0001216251,0.000002523958,0.9180322,0.06831797,0.0002492567,0.0001412944,2.269127e-7,0.000002935698,0.00000422874,0.0002075365,0.01289266],"study_design_scores_gemma":[0.0003590262,0.0008891845,0.00002198728,0.1456343,0.8414646,0.001025794,0.00004176084,0.000005195216,0.00003109535,0.00001447461,0.01017661,0.0003358687],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000408341,0.9916186,0.000119775,0.001153111,0.0000850306,0.006866277,0.00006576125,0.0000276282,0.0000229828],"genre_scores_gemma":[0.000316429,0.9956782,0.002066996,0.0007969563,0.0001630243,0.0008209591,0.000008419251,0.00009298991,0.00005598864],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7731467,"threshold_uncertainty_score":0.9997619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1816740540022705,"score_gpt":0.4140230177450195,"score_spread":0.232348963742749,"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."}}