{"id":"W4405721833","doi":"10.3390/brainsci14121296","title":"Neurological Biomarker Profiles in Royal Canadian Air Force (RCAF) Pilots and Aircrew","year":2024,"lang":"en","type":"article","venue":"Brain Sciences","topic":"High Altitude and Hypoxia","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; The Scarborough Hospital; Sunnybrook Health Science Centre; Canadian Armed Forces; University of Toronto","funders":"Ministère de la Défense Nationale; Defence Research and Development Canada","keywords":"Neurodegeneration; Biomarker; Oxidative stress; Medicine; Aircrew; Population; Brain damage; Traumatic brain injury; Hypoxia (environmental); Neuroscience; Internal medicine; Pathology; Psychology; Disease; Environmental health; Biology; Psychiatry; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003136831,0.0003886422,0.0002173427,0.0008513303,0.001135523,0.0006159196,0.000374446,0.0004776822,0.001487942],"category_scores_gemma":[0.001129448,0.0001475478,0.0001720555,0.0006624237,0.0003983099,0.0001911389,0.0003226345,0.0003634222,0.000190614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002008644,"about_ca_system_score_gemma":0.001602466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5125257,"about_ca_topic_score_gemma":0.5920104,"domain_scores_codex":[0.999744,0.00001858178,0.0000132471,0.00005213133,0.00007986875,0.00009220724],"domain_scores_gemma":[0.9994343,0.00002923374,0.000133508,0.00001600399,0.0002243506,0.0001625511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001262579,0.00004187504,0.9948115,0.00001637668,0.00002968365,0.0001433607,0.0005731646,0.00003596209,0.001450193,0.00001272738,0.0002720946,0.002486734],"study_design_scores_gemma":[0.000001736718,0.00006727149,0.998968,0.000006445003,0.000006834874,0.00008708957,0.0005849064,0.00004107281,0.00005375353,0.000003888185,0.0001758018,0.000003191302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990677,0.0001439303,0.00003327903,0.00004033288,0.000005562152,0.00001355047,0.0002773063,0.000002082198,0.0004162545],"genre_scores_gemma":[0.99911,0.0000860518,0.00007305072,0.00003702281,0.000003602241,0.00001269643,0.0003148025,9.868079e-7,0.0003617901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5125257,"threshold_uncertainty_score":0.9806902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922239865687911,"score_gpt":0.2725366932129589,"score_spread":0.2533142945560798,"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."}}