{"id":"W2922176806","doi":"10.1097/iae.0000000000002486","title":"ECTOPIC INNER FOVEAL LAYER CLASSIFICATION SCHEME PREDICTS VISUAL OUTCOMES AFTER EPIRETINAL MEMBRANE SURGERY","year":2019,"lang":"en","type":"article","venue":"Retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Stage (stratigraphy); Foveal; Visual acuity; Epiretinal membrane; Ophthalmology; Surgery; Vitrectomy; Retinal","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005842249,0.0002755154,0.0006525356,0.0002024573,0.00004739015,0.00003062091,0.00008099979,0.0002052917,0.001400277],"category_scores_gemma":[0.0002969318,0.0002105328,0.0003728589,0.0002559084,0.00007680771,0.0001312655,0.00006512985,0.0003152761,0.001050712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007429776,"about_ca_system_score_gemma":0.0001509241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003092346,"about_ca_topic_score_gemma":0.000002463172,"domain_scores_codex":[0.9978507,0.0001043949,0.0005179732,0.0004831263,0.0005759628,0.0004678871],"domain_scores_gemma":[0.9987324,0.0002798353,0.0001672077,0.0004485586,0.0001538363,0.0002181536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005019243,0.0001601529,0.9761103,0.0003279669,0.00007102721,0.0001351929,0.00005028753,2.010399e-7,0.01862814,0.0002053039,0.001661142,0.002148312],"study_design_scores_gemma":[0.0006505001,0.0001061762,0.9718552,0.000256633,0.00007769049,0.0001105066,0.00004035927,0.000280492,0.00462685,0.00002667728,0.02171589,0.0002529979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881522,0.000195411,0.00003304975,0.002958403,0.0006114725,0.0004490626,0.000005890709,0.000143204,0.007451287],"genre_scores_gemma":[0.9887115,0.00007114332,0.0002443364,0.001032166,0.0003313816,0.00006400187,0.00009255092,0.0000475641,0.009405359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02005474,"threshold_uncertainty_score":0.9997271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02443685222581485,"score_gpt":0.2856402083774769,"score_spread":0.2612033561516621,"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."}}