{"id":"W3135774948","doi":"10.1002/acn3.51331","title":"A population‐based study of head injury, cognitive function and pathological markers","year":2021,"lang":"en","type":"article","venue":"Annals of Clinical and Translational Neurology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"FP7 Information and Communication Technologies; Medical Research Council; Avid Radiopharmaceuticals; Drake Foundation; Dementias Platform UK; UK Dementia Research Institute; Brain Research Trust; Wolfson Foundation; Rosetrees Trust; University College London Hospitals NHS Foundation Trust; European Commission; National Institute for Health and Care Research; Wellcome Trust; Alzheimer's Society; California State University, Bakersfield; Brain Research UK; Weston Brain Institute; Engineering and Physical Sciences Research Council; Eli Lilly and Company","keywords":"Medicine; Dementia; Hyperintensity; Cognition; White matter; Digit symbol substitution test; Population; Cognitive decline; Cognitive test; Brain size; Head injury; Audiology; Internal medicine; Pathology; Magnetic resonance imaging; Surgery; Disease; Psychiatry; Radiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007280741,0.0004914862,0.000573201,0.001016859,0.001039921,0.0008766393,0.0003858495,0.0008139368,0.002106709],"category_scores_gemma":[0.001533941,0.0005359136,0.0004353842,0.001566934,0.0004673227,0.0009395168,0.0006284293,0.0008452156,0.0008926641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003763066,"about_ca_system_score_gemma":0.0005514388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007536901,"about_ca_topic_score_gemma":0.008295728,"domain_scores_codex":[0.9994532,0.0001269729,0.00005156611,0.0001549335,0.0001188606,0.00009432106],"domain_scores_gemma":[0.9992925,0.00007512084,0.0002070161,0.00008646867,0.0001462567,0.0001925681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009056694,0.0001209615,0.9985842,0.000006697053,0.00009063545,0.00009930928,0.00009818636,0.00001230426,0.0001932782,0.00001002839,0.00009143182,0.0006024598],"study_design_scores_gemma":[0.00001235422,0.0002929604,0.9988697,0.000003486021,0.00003503968,0.0003231307,0.0002419311,0.00004057115,0.00001632797,0.00001970531,0.0001412856,0.000003368607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986858,0.0001224626,0.000127623,0.00004217448,0.000009979024,0.00002595204,0.0004546555,0.000005481494,0.0005258215],"genre_scores_gemma":[0.9987356,0.0001010028,0.00008435675,0.00008673342,0.00002128666,0.00003604858,0.0005084967,0.000002672349,0.0004237294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007536901,"threshold_uncertainty_score":0.01498604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3292303371456565,"score_gpt":0.4975131306194903,"score_spread":0.1682827934738338,"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."}}