{"id":"W4380883675","doi":"10.1016/j.ophtha.2023.06.009","title":"The Association of Physical Activity with Glaucoma and Related Traits in the UK Biobank","year":2023,"lang":"en","type":"article","venue":"Ophthalmology","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alcon Research Institute; Allergan; National Institutes of Health; Moorfields Eye Hospital NHS Foundation Trust; International Glaucoma Association; National Eye Institute; Moorfields Eye Charity; Lister Institute of Preventive Medicine; Wellcome Trust; Glaucoma Foundation; Santen; National Institute for Health and Care Research; Research to Prevent Blindness","keywords":"Medicine; Glaucoma; Intraocular pressure; Ophthalmology; Nerve fiber layer; Logistic regression; Inner plexiform layer; Retinal; Biobank; Internal medicine; Bioinformatics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002781257,0.00005948101,0.0001454622,0.00003665148,0.0000550173,0.000003706656,0.00005366669,0.00007183174,0.000006883827],"category_scores_gemma":[0.0001114885,0.00002792322,0.00003061457,0.0003259084,0.0001126553,0.0000127961,0.00001531594,0.0001704618,0.000008396485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001463286,"about_ca_system_score_gemma":0.00002267558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006402648,"about_ca_topic_score_gemma":0.00001314507,"domain_scores_codex":[0.9994128,0.0001392569,0.0000705313,0.000100635,0.0001255125,0.0001512094],"domain_scores_gemma":[0.9993546,0.0004536208,0.00006263284,0.00008909174,0.00002366842,0.00001638326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002611112,0.0001271406,0.9920489,0.00001953511,0.00004849298,0.0002166881,0.0009340368,3.033272e-7,0.003774386,0.0009570832,0.0002009091,0.00141139],"study_design_scores_gemma":[0.0006459662,0.0005360671,0.9968587,0.00001407185,0.00003139325,0.0005599617,0.0003552655,0.0001408369,0.0001346393,0.0006178009,0.00007355239,0.00003180533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891768,0.00003539164,1.811001e-7,0.00462448,0.00003138073,0.0001840774,0.00000159892,0.000009233656,0.005936846],"genre_scores_gemma":[0.9991987,0.0000121608,0.000003025122,0.00001642945,0.0000126729,0.00001162888,0.000003613973,0.000005301417,0.0007364409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01002192,"threshold_uncertainty_score":0.1138676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01139313027939013,"score_gpt":0.2778169625897348,"score_spread":0.2664238323103446,"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."}}