{"id":"W3110601964","doi":"10.1016/j.survophthal.2020.11.004","title":"Endoscopic vitreoretinal surgery: Review of current applications and future trends","year":2020,"lang":"en","type":"review","venue":"Survey of Ophthalmology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Research to Prevent Blindness","keywords":"Medicine; Vitreoretinal surgery; Endoscopy; Retinal detachment; Posterior segment of eyeball; Neovascular glaucoma; Endophthalmitis; Optometry; Ophthalmology; Surgery; Retinal","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"],"consensus_categories":[],"category_scores_codex":[0.001298641,0.0003964078,0.004818727,0.0003194832,0.00002361756,0.000002433146,0.0001556122,0.0002484069,0.0005960375],"category_scores_gemma":[0.0003794024,0.0003002133,0.0007391644,0.0009573217,0.000270177,0.00001679218,0.0001096026,0.0004430805,0.00001309058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002388569,"about_ca_system_score_gemma":0.000602072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004484518,"about_ca_topic_score_gemma":3.7345e-7,"domain_scores_codex":[0.9967268,0.001014029,0.001263512,0.0004997023,0.0002535802,0.0002424458],"domain_scores_gemma":[0.9970912,0.001001322,0.0009867199,0.0004842705,0.000246321,0.0001901101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001737725,0.00008878347,0.003109328,0.2414916,0.0001615775,0.0001434148,0.000002243802,3.279281e-10,2.516649e-7,0.00006372049,0.00116947,0.7537522],"study_design_scores_gemma":[0.00008990114,0.0001247706,0.009175227,0.0454498,0.001041532,0.004801504,9.066019e-7,6.084583e-8,0.000001176625,0.000007512633,0.9391543,0.0001533336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003768249,0.9969993,0.000005533949,0.0001642092,0.0003202905,0.0006449383,0.0003894291,0.00001220596,0.001426375],"genre_scores_gemma":[0.00008776495,0.9971401,0.00007300776,0.00001906086,0.000261445,0.0001663165,0.002115542,0.00004088365,0.00009588618],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9379848,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1148491977100079,"score_gpt":0.4085829090153227,"score_spread":0.2937337113053148,"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."}}