{"id":"W3046584328","doi":"10.1016/j.oret.2020.07.022","title":"Pneumatic Retinopexy in Patients with Primary Rhegmatogenous Retinal Detachment Meeting PIVOT Trial Criteria","year":2020,"lang":"en","type":"article","venue":"Ophthalmology Retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kensington Health; Hospital for Sick Children; Dalhousie University; University of Toronto; St. Michael's Hospital","funders":"Allergan; Novartis; Roche; Bayer","keywords":"Medicine; Retinal detachment; Vitrectomy; Ophthalmology; Vitreoretinal surgery; Medical record; Retrospective cohort study; Population; Surgery; Visual acuity; 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":[0.000664792,0.000406114,0.001037339,0.0001429835,0.0001132697,0.00002919355,0.0002072993,0.0002303607,0.0004924802],"category_scores_gemma":[0.0004762883,0.0003224664,0.0001734105,0.0004081915,0.0001904846,0.00008903347,0.0001667707,0.0005506933,0.0001078133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232602,"about_ca_system_score_gemma":0.0001993424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003711566,"about_ca_topic_score_gemma":4.83922e-7,"domain_scores_codex":[0.996751,0.0004166134,0.0008434734,0.0007429689,0.0005574084,0.00068856],"domain_scores_gemma":[0.9985749,0.0001737668,0.0003181683,0.0004165896,0.0001603303,0.0003562593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08778913,0.0009218254,0.9022022,0.0007113243,0.000115048,0.004554323,0.000650174,0.000002568206,0.001505289,0.00003039892,0.0006160287,0.0009016906],"study_design_scores_gemma":[0.06047073,0.01352239,0.9186256,0.001044857,0.0003224295,0.002887748,0.0001747628,0.0001059179,0.0007207025,0.00005579109,0.001233496,0.0008355704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754981,0.0001657703,0.000008893775,0.002199031,0.0002460789,0.001522744,0.000007757381,0.00008166771,0.02026997],"genre_scores_gemma":[0.9966535,0.00001319939,0.001625416,0.0009546923,0.0002168225,0.0001016126,0.0001566539,0.00006797259,0.0002101524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02731839,"threshold_uncertainty_score":0.9999228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02395362892727455,"score_gpt":0.269047649385624,"score_spread":0.2450940204583494,"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."}}