{"id":"W4317952485","doi":"10.1002/alz.12934","title":"Distinct patterns of neurodegeneration after TBI and in Alzheimer's disease","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Wolfson Foundation; National Institute for Health and Care Research; Academy of Medical Sciences; British Heart Foundation; Weston Brain Institute; Alzheimer's Research Trust; Alzheimer's Society; Brain Research UK; GlaxoSmithKline","keywords":"Atrophy; Neurodegeneration; Traumatic brain injury; Corpus callosum; White matter; Medicine; Corticospinal tract; Magnetic resonance imaging; Pathology; Neuroscience; Diffusion MRI; Psychology; 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":[0.0003972748,0.0002796057,0.0002402918,0.001727136,0.0005022022,0.0005090073,0.0001974789,0.0003413323,0.0009199113],"category_scores_gemma":[0.0007300047,0.000126848,0.0002510929,0.0009224891,0.0003427012,0.0004097016,0.0005054455,0.0002515257,0.0002456447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004636949,"about_ca_system_score_gemma":0.000310469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004438662,"about_ca_topic_score_gemma":0.006084673,"domain_scores_codex":[0.9998442,0.00002262214,0.00002168596,0.00003232654,0.00003650379,0.00004271517],"domain_scores_gemma":[0.9995708,0.00002529596,0.0002305783,0.00002003405,0.00008487728,0.00006850236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008168988,0.00005980673,0.9763783,0.00009201986,0.00009912092,0.00104796,0.000750019,0.00008148272,0.004836208,0.00009233422,0.0002387979,0.01550694],"study_design_scores_gemma":[0.000002681721,0.00009600896,0.997988,0.0000135306,0.00001512287,0.001118913,0.0001910078,0.00002961149,0.0002217719,0.00008750457,0.0002326558,0.00000301503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968168,0.001962292,0.00007299038,0.00004832769,0.000006622696,0.00001039992,0.0002263537,0.000006047172,0.0008500811],"genre_scores_gemma":[0.9984934,0.000718136,0.0001060095,0.00002261441,0.00001336421,0.000008272728,0.0003350486,0.000001729414,0.0003014838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004438662,"threshold_uncertainty_score":0.00882566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06036326236912735,"score_gpt":0.3245051668087701,"score_spread":0.2641419044396427,"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."}}