{"id":"W4414111050","doi":"10.1097/iae.0000000000004642","title":"PARS PLANA VITRECTOMY-SUPRACHOROIDAL VISCOPEXY FOR RHEGMATOGENOUS RETINAL DETACHMENT REPAIR","year":2025,"lang":"en","type":"article","venue":"Retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Retinal detachment; Pars plana; Vitrectomy; Eye disease; Retinopathy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067079,0.0002689251,0.000545307,0.0001770675,0.0001913426,0.00002931698,0.0001226752,0.0001528855,0.0001080745],"category_scores_gemma":[0.0003581238,0.0002256238,0.0004882779,0.0002845328,0.00008561334,0.00005143282,0.00007664699,0.000245732,0.00007007048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013678,"about_ca_system_score_gemma":0.0002563304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007442592,"about_ca_topic_score_gemma":0.00001329168,"domain_scores_codex":[0.9980793,0.00008139697,0.0004787621,0.0005198239,0.0003111483,0.0005295631],"domain_scores_gemma":[0.9988137,0.000232188,0.0001159094,0.0004961774,0.0001524616,0.0001895324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01272311,0.001980193,0.3528233,0.005120096,0.001979588,0.002012054,0.0008637196,0.0000194859,0.04769235,0.01383196,0.4565186,0.1044355],"study_design_scores_gemma":[0.003125316,0.0009945038,0.0456671,0.001116826,0.0008098519,0.0005212945,0.0003197186,0.0007253829,0.03075945,0.0006424768,0.9147631,0.0005550189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9351574,0.003430842,0.00389467,0.005877065,0.0008761056,0.00209339,0.00003870874,0.0006354293,0.04799645],"genre_scores_gemma":[0.9692475,0.0003586897,0.008573021,0.002222517,0.0003850337,0.0003052547,0.0001842204,0.0000598972,0.01866389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4582444,"threshold_uncertainty_score":0.9200671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199973902533926,"score_gpt":0.3076813904913274,"score_spread":0.2956816514659882,"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."}}