{"id":"W3205949273","doi":"10.3390/neurolint13040052","title":"Hydrocephalus and Cerebrospinal Fluid Analysis Following Severe Traumatic Brain Injury: Evaluation of a Prospective Cohort","year":2021,"lang":"en","type":"article","venue":"Neurology International","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"National Institutes of Health","keywords":"Medicine; Glasgow Coma Scale; Hydrocephalus; Traumatic brain injury; Glasgow Outcome Scale; Sequela; Cerebrospinal fluid; Decompressive craniectomy; Prospective cohort study; Cohort; Surgery; Injury Severity Score; Anesthesia; Internal medicine; Poison control; Injury prevention; Emergency medicine","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":[0.0008201977,0.0004518093,0.0004891201,0.0009160029,0.0007925708,0.0007764376,0.0003785477,0.0005098741,0.001106019],"category_scores_gemma":[0.001755378,0.000459256,0.0005427015,0.0008721323,0.000428673,0.0008810796,0.0008231316,0.0007062471,0.0003334094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002633998,"about_ca_system_score_gemma":0.0005226062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002406112,"about_ca_topic_score_gemma":0.002301184,"domain_scores_codex":[0.9994233,0.0001247029,0.00006915463,0.0001629942,0.0001096677,0.0001103522],"domain_scores_gemma":[0.9990734,0.0001089553,0.0003331413,0.0001163094,0.0001047979,0.0002633724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001207342,0.00005875341,0.9990376,0.000003395708,0.00002165814,0.0001342648,0.00007003418,0.000008053697,0.000124318,0.000005008897,0.00002969897,0.0003865509],"study_design_scores_gemma":[0.00001015059,0.0004386806,0.9982088,0.000003324291,0.0000198944,0.0007055912,0.000389381,0.00007587817,0.00004231113,0.00001164184,0.00008962333,0.000004870662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997655,0.00003715399,0.0000305258,0.000008941515,0.00000260142,0.000008690547,0.00008308074,8.307962e-7,0.00006267514],"genre_scores_gemma":[0.9994426,0.00007774236,0.00005682938,0.00001574864,0.00001168277,0.00001609021,0.0002979766,0.000001489429,0.00007981004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002406112,"threshold_uncertainty_score":0.004784226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269163032448488,"score_gpt":0.3180039732094241,"score_spread":0.2953123428849392,"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."}}