{"id":"W4387641074","doi":"10.1016/j.oret.2023.10.006","title":"The Double Layer Sign Is Highly Predictive of Progression to Exudation in Age-Related Macular Degeneration","year":2023,"lang":"en","type":"article","venue":"Ophthalmology Retina","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Carl Zeiss Meditec AG; Genentech; Queen's University Belfast; Boehringer Ingelheim; Macula Society; Regeneron Pharmaceuticals; National Institute for Health and Care Research; Apellis Pharmaceuticals","keywords":"Macular degeneration; Medicine; Ophthalmology; Sign (mathematics); Degeneration (medical)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002192832,0.0001119045,0.0001902851,0.0001138868,0.000085243,0.000008863787,0.00006790672,0.0001175926,0.00007384674],"category_scores_gemma":[0.00005690437,0.00007385366,0.0000640874,0.0004847755,0.00007227605,0.00003743539,0.00004766612,0.0000918869,0.0001160916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000529408,"about_ca_system_score_gemma":0.00004674295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004441031,"about_ca_topic_score_gemma":0.000001193989,"domain_scores_codex":[0.9989765,0.00009343708,0.0002701333,0.0002491284,0.0002000464,0.0002107579],"domain_scores_gemma":[0.9994541,0.00005818943,0.00009306592,0.0002260308,0.00009014343,0.00007841532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007454433,0.0007963971,0.8969151,0.0001485795,0.0003141975,0.004965078,0.001525668,0.0003531975,0.0752396,0.00136162,0.004159912,0.006766263],"study_design_scores_gemma":[0.002248429,0.001733573,0.9641468,0.0001901443,0.0001123279,0.0002357046,0.0001284519,0.0007617697,0.02934406,0.0007674883,0.0002321797,0.000099073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929521,0.0001887845,0.000005989698,0.001780747,0.0001215093,0.0008947192,0.000009507561,0.00003318065,0.004013458],"genre_scores_gemma":[0.9972888,0.00004101474,0.0001233089,0.00002856789,0.00002614823,0.000173813,0.0001895509,0.00001606692,0.002112711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06723174,"threshold_uncertainty_score":0.3011665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03424974263471258,"score_gpt":0.356452357127733,"score_spread":0.3222026144930205,"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."}}