{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004832533,0.000205905,0.0009389474,0.0004526494,0.000180665,0.00000657153,0.0002302864,0.00003397656,0.0002783627],"category_scores_gemma":[0.0002495513,0.0001852697,0.0003392592,0.0003682418,0.0002294658,0.00006249271,0.000111862,0.0003760235,8.758978e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003356786,"about_ca_system_score_gemma":0.0005454423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005696675,"about_ca_topic_score_gemma":2.55581e-7,"domain_scores_codex":[0.9962169,0.001069849,0.0009094095,0.0002644473,0.001193876,0.0003455116],"domain_scores_gemma":[0.9974466,0.0002425898,0.001202917,0.0002649436,0.0007046959,0.000138252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02237924,0.005481058,0.7163998,0.0004189194,0.002244051,0.01336509,0.002740629,0.0002594277,0.1755784,0.00003924868,0.0003150022,0.06077919],"study_design_scores_gemma":[0.006886512,0.05699245,0.5801255,0.0001920657,0.003454812,0.3147509,0.01217863,0.0001422201,0.02350348,0.0004746579,0.0007120043,0.0005868456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966193,0.0005190833,0.0001045338,0.0002176047,0.0001872497,0.0009368915,0.00001564975,0.00001520871,0.001384459],"genre_scores_gemma":[0.9974239,0.0000145697,0.002117384,0.00005526603,0.0001381268,0.0001300548,0.00001712212,0.00003556687,0.00006801329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3013858,"threshold_uncertainty_score":0.7555078,"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."}}