{"id":"W2776352120","doi":"10.1001/jamaophthalmol.2017.5849","title":"Cataract Surgery Outcomes in Eyes With Primary Epiretinal Membrane","year":2017,"lang":"en","type":"letter","venue":"JAMA Ophthalmology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Institute for Health and Care Research","keywords":"Medicine; Epiretinal membrane; Macular edema; Vitrectomy; Ophthalmology; Cataract surgery; Visual acuity; Incidence (geometry); Retrospective cohort study; Retinal detachment; Cataracts; 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","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.000762158,0.0006813466,0.002654452,0.0006729482,0.000106999,0.00006467927,0.0003773303,0.001598808,0.0006124221],"category_scores_gemma":[0.0006441969,0.0004841284,0.0005372054,0.0001305465,0.0004640135,0.0001658801,0.0001501512,0.003111891,0.000193271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001532242,"about_ca_system_score_gemma":0.0007498776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000938433,"about_ca_topic_score_gemma":0.000005281831,"domain_scores_codex":[0.9964771,0.0003213042,0.0007246575,0.0009111218,0.0006090011,0.0009568105],"domain_scores_gemma":[0.9963586,0.00142943,0.0006178319,0.001299256,0.0001477548,0.0001471518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000614108,0.0001246045,0.4277066,0.001057583,0.000233899,0.309988,0.00001984066,1.900563e-7,0.00005686597,0.00000217042,0.2592237,0.0009725409],"study_design_scores_gemma":[0.0009067904,0.0002845369,0.6232611,0.0008078064,0.0002217189,0.07720914,0.000006162463,0.000001133982,0.00008716878,0.00004817575,0.2965899,0.0005763678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5252234,0.0004395328,0.000001013417,0.4497104,0.0007668458,0.0004340422,0.00004546118,0.00004961274,0.02332968],"genre_scores_gemma":[0.2852049,0.0003215483,0.0006330129,0.6212953,0.007428398,0.0003748112,0.005498949,0.0004166483,0.07882648],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2400186,"threshold_uncertainty_score":0.999761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03505529703798184,"score_gpt":0.2958177808192922,"score_spread":0.2607624837813103,"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."}}