{"id":"W4413094626","doi":"10.1016/j.survophthal.2025.08.001","title":"Clinical implications of heavy silicon oil (Densiron®) endotamponade after pars plana vitrectomy: A systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"Survey of Ophthalmology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto","funders":"","keywords":"Pars plana; Medicine; Vitrectomy; Tamponade; Ophthalmology; Retinal detachment; Retinal; Visual acuity; Surgery","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":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.004657293,0.0005414831,0.02103578,0.0005761816,0.00002553684,0.000005190172,0.0002600518,0.0004922067,0.0004199222],"category_scores_gemma":[0.003769888,0.0003526751,0.004866006,0.001268544,0.000323668,0.00002141781,0.0001662372,0.0004293451,0.00001125747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003078896,"about_ca_system_score_gemma":0.0005382485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003994319,"about_ca_topic_score_gemma":0.00002485799,"domain_scores_codex":[0.9898649,0.005353819,0.003466737,0.0007661422,0.0002469367,0.0003014162],"domain_scores_gemma":[0.9894583,0.006763331,0.00174596,0.001424166,0.0004153108,0.0001929314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00004580005,0.0001748338,0.002622797,0.8875645,0.1077911,0.0002323372,0.0000028797,2.274663e-8,1.481947e-7,0.00001169485,0.0001068424,0.001447029],"study_design_scores_gemma":[0.0001303765,0.0001384037,0.008672922,0.03649547,0.9488689,0.003516968,0.00000134309,2.085676e-7,5.061706e-7,0.00001097864,0.001901417,0.0002624551],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003105273,0.9964715,0.000003361165,0.0002136022,0.00006575293,0.001347526,0.00110426,0.00001107203,0.0004724507],"genre_scores_gemma":[0.002591304,0.9933591,0.00008715835,0.0001386912,0.00001156817,0.0006818205,0.0007602684,0.00003129771,0.00233882],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8510691,"threshold_uncertainty_score":0.9998925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1963877407330932,"score_gpt":0.4480377824130891,"score_spread":0.2516500416799958,"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."}}