{"id":"W4407727165","doi":"10.3357/amhp.6388.2025","title":"Incidental Findings on MRI Brain Imaging in Pilots from the Canadian White Matter Hyperintensity Study","year":2025,"lang":"en","type":"article","venue":"Aerospace Medicine and Human Performance","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aircrew; Hyperintensity; Medicine; Asymptomatic; Hum; Neuroimaging; Population; Magnetic resonance imaging; Psychology; Radiology; Pathology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002973901,0.0001915582,0.00022818,0.00017747,0.0007616427,0.00008222247,0.0002811001,0.0000309,0.0002089948],"category_scores_gemma":[0.00007950246,0.0001336967,0.00002065776,0.0002746086,0.0002833141,0.00016259,0.0001106182,0.0003701243,0.00006298503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001344791,"about_ca_system_score_gemma":0.00004750775,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09768438,"about_ca_topic_score_gemma":0.3277327,"domain_scores_codex":[0.9987006,0.00005283309,0.0002137769,0.000437961,0.0002453853,0.0003494732],"domain_scores_gemma":[0.9994141,0.000129354,0.00003568944,0.0002941082,0.00002231458,0.000104418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002985807,0.00003919675,0.9751581,0.000007873305,0.000002184579,0.00002481006,0.003757236,0.000004591085,0.004355405,0.0001867724,0.01630017,0.0001338162],"study_design_scores_gemma":[0.001091691,0.0002306968,0.9943911,0.0001967779,0.00001162043,0.000009389623,0.00140106,0.0003083629,0.0006299141,0.00005848393,0.001534912,0.0001359646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715496,0.00005224104,0.000001053892,0.02083605,0.0002441499,0.0003309503,0.000004589122,0.00002190806,0.006959498],"genre_scores_gemma":[0.9709376,0.00001939383,0.000001960448,0.02679885,0.0001074895,0.00001397002,0.000003283446,0.00001158714,0.002105851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2300483,"threshold_uncertainty_score":0.9083242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01979179469805522,"score_gpt":0.2749693928310637,"score_spread":0.2551775981330085,"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."}}