{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006583101,0.000135523,0.0004049632,0.0002089667,0.00005516475,0.00001633366,0.00009043146,0.00009975339,0.0005001821],"category_scores_gemma":[0.0007220224,0.0001316,0.0002710597,0.0003939335,0.00009693692,0.0001053558,0.00004526795,0.0002027804,0.000004893075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000351765,"about_ca_system_score_gemma":0.0001356511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000146318,"about_ca_topic_score_gemma":0.0000332867,"domain_scores_codex":[0.9980661,0.0002240214,0.0003629956,0.0004235193,0.0007866616,0.0001366621],"domain_scores_gemma":[0.9990903,0.0001595084,0.0001327646,0.0002326377,0.0003244717,0.00006027966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004831522,0.0003528917,0.9800414,0.00006159933,0.005781574,0.00008035165,0.0005873887,0.0001742074,0.006722522,0.001068868,0.0004198666,0.004226116],"study_design_scores_gemma":[0.001995605,0.0003399352,0.9802921,0.00002675127,0.002811506,0.0003135622,0.0000539789,0.01058209,0.002304781,0.00103442,0.0001464716,0.00009883611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991485,0.0002346506,0.0001831966,0.003084654,0.0003662238,0.0003326418,0.00002032199,0.00002646116,0.00426687],"genre_scores_gemma":[0.9981009,0.00001737657,0.0002192857,0.001299073,0.00006727997,0.00005521995,0.00008540894,0.00001145055,0.0001439781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01040789,"threshold_uncertainty_score":0.5476643,"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."}}