{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003635781,0.0001840118,0.0001609532,0.0005168723,0.0001781242,0.000287718,0.0001493244,0.0002414519,0.001014948],"category_scores_gemma":[0.002394989,0.00009330844,0.0001968118,0.0003151721,0.0001811205,0.0002832678,0.0002743145,0.0001984504,0.0001496925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001402994,"about_ca_system_score_gemma":0.0001811113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008650561,"about_ca_topic_score_gemma":0.001288722,"domain_scores_codex":[0.9998353,0.0000365213,0.00002134162,0.00002806781,0.00004323235,0.000035589],"domain_scores_gemma":[0.9985751,0.0002231636,0.0008192418,0.0000609487,0.0001171673,0.000204388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006896878,0.000007055537,0.9989194,0.000002091732,0.000005838254,0.00005203669,0.00001077702,0.00002635535,0.0001437403,0.000002852604,0.00001750355,0.0007434177],"study_design_scores_gemma":[0.000003969718,0.00006990422,0.9988894,0.000003358783,0.000007349486,0.0006258464,0.0000437757,0.0002344473,0.00006759867,0.000008819921,0.00004365055,0.00000184135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996992,0.00008394988,0.00003788413,0.000007763313,0.000001847908,0.000002695002,0.00003990904,0.000001005634,0.0001256337],"genre_scores_gemma":[0.9998479,0.00001974281,0.00003326565,0.000002383058,0.000002620809,0.000001836147,0.00006566059,3.719232e-7,0.00002625283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001014948,"threshold_uncertainty_score":0.003395319,"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."}}