{"id":"W4404910448","doi":"10.1016/s2352-4642(24)00326-2","title":"Developmental considerations in the quest for paediatric mTBI biomarkers","year":2024,"lang":"en","type":"letter","venue":"The Lancet Child & Adolescent Health","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Concussion; Medicine; Traumatic brain injury; Gold standard (test); Neuroimaging; Neurosurgery; Intensive care medicine; Pediatrics; Poison control; Injury prevention; Medical emergency; Psychiatry; Radiology","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":[0.007788318,0.0008708684,0.002607282,0.00127613,0.003411853,0.005954531,0.002420853,0.05790204,0.00534961],"category_scores_gemma":[0.05550154,0.001017809,0.001453942,0.0008206287,0.006652053,0.007293253,0.003054914,0.06388058,0.003426817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004578543,"about_ca_system_score_gemma":0.006910573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007912994,"about_ca_topic_score_gemma":0.01229728,"domain_scores_codex":[0.9933578,0.002941665,0.001179479,0.0005812163,0.001404533,0.0005352779],"domain_scores_gemma":[0.9615751,0.02688168,0.001359715,0.0007719279,0.005729718,0.003681858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001297961,0.00008508682,0.005210851,0.0003364984,0.00007117133,0.01645514,0.0007496182,0.0003168838,0.0005458641,0.01597971,0.9057741,0.05434522],"study_design_scores_gemma":[0.0002759911,0.0002311735,0.004592418,0.002993238,0.0001289229,0.03112761,0.002646896,0.001308021,0.0005231851,0.08013476,0.8758423,0.0001955826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002857785,0.00435431,0.0001129942,0.9884441,0.005909979,0.000004792325,0.00002338736,0.00001057492,0.0008540408],"genre_scores_gemma":[0.009085385,0.008908805,0.0009568353,0.898377,0.08068604,0.00004417959,0.00003870465,0.00002870898,0.001874305],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05790204,"threshold_uncertainty_score":0.04118901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05782902095741143,"score_gpt":0.3140438072488481,"score_spread":0.2562147862914366,"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."}}