{"id":"W3045529749","doi":"10.1186/s40942-020-00238-9","title":"Endoscopy-assisted vitrectomy vs. vitrectomy alone: comparative study in complex retinal detachment with proliferative vitreoretinopathy","year":2020,"lang":"en","type":"article","venue":"International Journal of Retina and Vitreous","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centres Intégré Universitaires de Santé et de Services Sociaux; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Vitrectomy; Proliferative vitreoretinopathy; Retinal detachment; Ophthalmology; Medicine; Endoscopy; Retinal; Surgery; Visual acuity","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":[0.0004373692,0.0003668193,0.00101609,0.0003399629,0.00006988599,0.00009385174,0.0002478158,0.00006997449,0.000123079],"category_scores_gemma":[0.0001540822,0.000261149,0.0001810273,0.0003253121,0.000191221,0.0001836359,0.0001025579,0.0006362828,0.000009957268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00015007,"about_ca_system_score_gemma":0.0002215549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005219912,"about_ca_topic_score_gemma":0.000033428,"domain_scores_codex":[0.9969875,0.0003187695,0.0008959723,0.0004136788,0.001077967,0.000306124],"domain_scores_gemma":[0.9978192,0.0002154299,0.0006342179,0.0001310453,0.0008110203,0.0003890728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04548915,0.002710559,0.883706,0.0001031921,0.001323006,0.02007945,0.01237861,0.00004185628,0.02652732,0.00006044597,0.001057477,0.006522935],"study_design_scores_gemma":[0.02886662,0.01959319,0.8823184,0.001190741,0.0007763411,0.01506987,0.01054396,0.001811232,0.02880509,0.00007033244,0.01005009,0.000904092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918392,0.0002781937,0.0002590466,0.005473472,0.0001561057,0.0006926372,0.00001593496,0.00002883378,0.001256578],"genre_scores_gemma":[0.9965115,0.00009346227,0.001902405,0.0009905497,0.0003681575,0.00002327546,0.00002854345,0.00002783137,0.00005434079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01688263,"threshold_uncertainty_score":0.9999841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04120802111857914,"score_gpt":0.3259429238519432,"score_spread":0.284734902733364,"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."}}