{"id":"W4311998840","doi":"10.1002/alz.065948","title":"Examining brain structural and functional changes in mTBI with biomarkers of neurodegeneration","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto Western Hospital; Occupational Cancer Research Centre; University of Toronto","funders":"","keywords":"Default mode network; Traumatic brain injury; Psychology; Dementia; Concussion; Biomarker; Audiology; Neuropsychology; Medicine; Oncology; Internal medicine; Neuroscience; Cognition; Psychiatry; Poison control; Disease; Injury prevention","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":[0.0002386721,0.0002612451,0.0002049944,0.0008807233,0.0002983371,0.0003521882,0.0001823645,0.0003704535,0.002177487],"category_scores_gemma":[0.0005175159,0.0001143679,0.0001275918,0.0003872204,0.0002191522,0.0002327603,0.0002568203,0.0001722641,0.0001832829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001896621,"about_ca_system_score_gemma":0.0001490093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001822055,"about_ca_topic_score_gemma":0.002935683,"domain_scores_codex":[0.9999223,0.00001454067,0.000006621569,0.00002333726,0.00001447973,0.00001877711],"domain_scores_gemma":[0.9997569,0.00002738317,0.000112236,0.00001126549,0.0000418749,0.00005036224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001320923,0.0002137805,0.9493172,0.0001005998,0.0001693351,0.0005675977,0.0002789655,0.0001646955,0.03673916,0.00006387846,0.0001779969,0.01088585],"study_design_scores_gemma":[0.000009370384,0.0003088569,0.9968528,0.000009056054,0.00004147494,0.0006943303,0.0001266921,0.0002234315,0.001565475,0.00007079078,0.0000955338,0.000002268057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991568,0.0002503001,0.0001302794,0.00001486914,0.000002020133,0.00001403995,0.00007601335,0.00000378258,0.0003517929],"genre_scores_gemma":[0.9993756,0.00008025544,0.0002137027,0.00001045174,0.000005508792,0.00001474281,0.00006779515,8.992436e-7,0.0002309681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002177487,"threshold_uncertainty_score":0.007284403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08782337000718246,"score_gpt":0.3008388114823884,"score_spread":0.2130154414752059,"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."}}