{"id":"W4280556935","doi":"10.1016/j.ajo.2022.05.008","title":"Evaluation of Subretinal fluid Drainage Techniques During Pars Plana Vitrectomy for Primary Rhegmatogenous Retinal Detachment—ELLIPSOID Study","year":2022,"lang":"en","type":"article","venue":"American Journal of Ophthalmology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kensington Health; University of Calgary; St. Michael's Hospital; University of Toronto","funders":"","keywords":"Pars plana; Vitrectomy; Medicine; Visual acuity; Ophthalmology; Retinal; Retinal detachment; External limiting membrane; Macular hole; Surgery; Retinal pigment epithelium","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":[0.0004002343,0.0004145445,0.0003249702,0.001388653,0.0002855278,0.0003933387,0.0004123181,0.0006869842,0.000758972],"category_scores_gemma":[0.003164191,0.0001806937,0.0003392898,0.0006040584,0.0005107538,0.0006774253,0.0002468278,0.0004350985,0.0001377765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003795911,"about_ca_system_score_gemma":0.0004774876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001458634,"about_ca_topic_score_gemma":0.001660411,"domain_scores_codex":[0.9996783,0.0000706222,0.00006022799,0.00004348709,0.00008537825,0.00006219823],"domain_scores_gemma":[0.998804,0.0005300092,0.0002665919,0.00008143754,0.0001290784,0.0001889664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005303144,0.0005780986,0.8379921,0.0002003081,0.0000998153,0.08763811,0.0007398131,0.0004096953,0.04334624,0.0001569131,0.0002197503,0.02331593],"study_design_scores_gemma":[0.00009221499,0.002515209,0.9520922,0.00004244728,0.0001168032,0.03753071,0.0006021009,0.001162196,0.005065142,0.00008911637,0.0006641988,0.00002770296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978589,0.0007290521,0.0002204864,0.00005335558,0.00001757976,0.00002564581,0.00005268873,0.00000585471,0.001036419],"genre_scores_gemma":[0.9993737,0.0002310108,0.0001809111,0.00004945389,0.00003296558,0.000007123633,0.00003439176,0.000003086544,0.00008732617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001458634,"threshold_uncertainty_score":0.002900302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02921220484464158,"score_gpt":0.3276989732862446,"score_spread":0.298486768441603,"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."}}