{"id":"W4396814288","doi":"10.1159/000537814","title":"Epiretinal Membrane Formation following Rhegmatogenous Retinal Detachment Repair: A Retrospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"Ophthalmologica","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of British Columbia; University of Toronto","funders":"","keywords":"Retinal detachment; Epiretinal membrane; Medicine; Ophthalmology; Retrospective cohort study; Incidence (geometry); Proliferative vitreoretinopathy; Retinopathy; Retinal; Surgery; Vitrectomy; Visual acuity; Optics","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":[0.001522262,0.0002937764,0.0006228682,0.0001742705,0.0002151939,0.00007256266,0.0001064417,0.0001286532,0.0006097425],"category_scores_gemma":[0.0002336525,0.000215413,0.0006288892,0.0004334728,0.00005564671,0.000167047,0.00009824771,0.0003938743,0.0002495073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003065555,"about_ca_system_score_gemma":0.00008537441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006388356,"about_ca_topic_score_gemma":9.830317e-7,"domain_scores_codex":[0.9974599,0.0001865875,0.0005187582,0.0006547959,0.0007381462,0.0004417857],"domain_scores_gemma":[0.9991238,0.0001014721,0.00008457473,0.0004216205,0.00009636768,0.0001721567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003902627,0.0006583833,0.9609345,0.0002417411,0.0006139688,0.03193828,0.0005961519,0.000002080792,0.003116927,0.0002761272,0.000658068,0.0005735178],"study_design_scores_gemma":[0.000632702,0.003154696,0.9737198,0.0004014871,0.0008807144,0.01611824,0.0006758882,0.0005942689,0.001181254,0.0003181471,0.001937755,0.0003850601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619741,0.0009895572,0.0001018493,0.0003151566,0.0005448998,0.001483113,0.000005653185,0.0006020252,0.0339836],"genre_scores_gemma":[0.9963992,0.00004488063,0.0008499824,0.00008244895,0.0001768023,0.000224647,0.00005067232,0.00003358358,0.002137814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03442502,"threshold_uncertainty_score":0.8784286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311750830665248,"score_gpt":0.3050565076517711,"score_spread":0.2819389993451186,"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."}}