{"id":"W922920436","doi":"10.1097/iae.0000000000000825","title":"A NOVEL TECHNIQUE FOR SECURING SCLEROTOMIES IN 20-GAUGE TRANSCONJUNCTIVAL PARS PLANA VITRECTOMY: Surgical Outcomes and Complications in 529 Consecutive Cases.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Pars plana; Vitrectomy; Medicine; Ophthalmology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003885611,0.0001425254,0.0003851907,0.0002749025,0.00003124778,0.000009069498,0.00004484186,0.00008403994,0.00000558849],"category_scores_gemma":[0.0002246736,0.00009479652,0.0000896867,0.0001577396,0.0001332903,0.00006398831,0.00002002801,0.0001080846,8.822926e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008406692,"about_ca_system_score_gemma":0.00004587413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002444659,"about_ca_topic_score_gemma":0.0002606249,"domain_scores_codex":[0.998966,0.00003629877,0.0002818391,0.0002738812,0.0001007273,0.0003412261],"domain_scores_gemma":[0.9988348,0.0008202183,0.00004978666,0.0001313813,0.00003518171,0.0001286249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002177212,0.0005805329,0.9484114,0.0002414182,0.0001311914,0.0004612143,0.0003527081,5.830691e-7,0.01249078,0.003438909,0.0002437424,0.03147031],"study_design_scores_gemma":[0.004856675,0.00003523698,0.9816237,0.0001802047,0.00002842192,0.000437857,0.00005939363,0.00000743966,0.006048011,0.0003623136,0.006191744,0.0001689987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894878,0.000103506,0.001141104,0.005219479,0.00004172026,0.003195701,0.0001513662,0.00004204237,0.0006172501],"genre_scores_gemma":[0.9912746,0.00004393855,0.0002671769,0.0001853007,0.00002184014,0.008022227,0.00001825563,0.0000162242,0.0001504497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03321231,"threshold_uncertainty_score":0.386569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04751857351620342,"score_gpt":0.2745443477255566,"score_spread":0.2270257742093532,"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."}}