{"id":"W4407719944","doi":"10.46747/cfp.7102115","title":"Traumatic brain injury in older adults","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Ottawa Hospital; Bruyère; Fraser Health","funders":"","keywords":"Traumatic brain injury; Medicine; Injury prevention; Poison control; Computer science; Data science; Medical emergency; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002124541,0.0003331654,0.0006736481,0.0011565,0.003361842,0.00161649,0.001077402,0.002399746,0.00470953],"category_scores_gemma":[0.01878629,0.0002237361,0.0004769283,0.0008867115,0.0007330585,0.00150286,0.001753699,0.003598452,0.0008924893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004324959,"about_ca_system_score_gemma":0.02251125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2252415,"about_ca_topic_score_gemma":0.4210178,"domain_scores_codex":[0.9988279,0.0001857549,0.0001830251,0.00008828386,0.0004430853,0.0002719547],"domain_scores_gemma":[0.9900451,0.0006317025,0.001044533,0.0001043049,0.00320198,0.004972428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009258512,0.001066782,0.2263877,0.001674942,0.0001010202,0.002465157,0.006348526,0.0001564901,0.0003139796,0.0008956426,0.3154993,0.4449979],"study_design_scores_gemma":[0.0002249993,0.000671212,0.6895123,0.01980891,0.000258142,0.003350721,0.02060058,0.0002528425,0.0001574504,0.002200429,0.2627968,0.0001656963],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.106845,0.08001918,0.001143182,0.73453,0.01070541,0.001178961,0.0006522184,0.0001761704,0.0647499],"genre_scores_gemma":[0.5097841,0.2061031,0.01476933,0.2339975,0.01846195,0.001503879,0.001081474,0.00006081889,0.01423791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2252415,"threshold_uncertainty_score":0.4478608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01457240912977887,"score_gpt":0.2559357305901057,"score_spread":0.2413633214603269,"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."}}