{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007501132,0.001739666,0.0136293,0.006602195,0.0005553029,0.002938832,0.002021971,0.001937636,0.004063122],"category_scores_gemma":[0.01772824,0.001044211,0.0241012,0.008358548,0.0005959208,0.001785461,0.001285479,0.001454895,0.0002863628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001806138,"about_ca_system_score_gemma":0.003943262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005931716,"about_ca_topic_score_gemma":0.01484046,"domain_scores_codex":[0.995278,0.001419963,0.001986261,0.0005359087,0.000595764,0.0001841104],"domain_scores_gemma":[0.9871861,0.008732007,0.00238461,0.0002745053,0.001232894,0.0001898587],"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":[0.001386612,0.00002878157,0.002985968,0.7365758,0.2424234,0.0001395624,0.000113407,0.0002227482,0.0002163533,0.0001304959,0.0008157345,0.01496123],"study_design_scores_gemma":[0.0005153726,0.0002496853,0.005766111,0.07622211,0.9128667,0.000171029,0.0001181198,0.0001151863,0.0001401796,0.0001987675,0.003598972,0.00003770314],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002806131,0.9960696,0.0001677814,0.0001189633,0.00007895278,0.0001299499,0.0004269454,0.000007881785,0.0001939544],"genre_scores_gemma":[0.07642738,0.920531,0.0006874679,0.0007255141,0.0001923477,0.0005000011,0.0006845532,0.00001827513,0.0002335196],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0136293,"threshold_uncertainty_score":0.03967023,"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."}}