{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004658299,0.0004762012,0.0002501763,0.0007494017,0.0003859721,0.000310292,0.0004166172,0.000572605,0.0007912796],"category_scores_gemma":[0.002105414,0.0003514597,0.0003713371,0.0004943025,0.0004498321,0.0004331665,0.0003875587,0.0002992135,0.0002526375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003493641,"about_ca_system_score_gemma":0.0004011834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008935733,"about_ca_topic_score_gemma":0.00205027,"domain_scores_codex":[0.9995803,0.00006572402,0.00006248928,0.00007025229,0.0001387167,0.00008259669],"domain_scores_gemma":[0.998647,0.0002410245,0.0007893677,0.0001024638,0.00008049093,0.0001396255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001952131,0.0002086759,0.9539343,0.00009479902,0.0000634476,0.02210935,0.0002714804,0.0001298832,0.005282634,0.00003493096,0.0002825915,0.0173928],"study_design_scores_gemma":[0.0000502634,0.001948241,0.8063561,0.0000557948,0.00006587552,0.1872054,0.0003794204,0.0006022463,0.002373357,0.00003191778,0.0009069122,0.00002456907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979874,0.001066423,0.0005505615,0.00002657643,0.000009681604,0.00004692994,0.00003649398,0.00001409727,0.0002618631],"genre_scores_gemma":[0.9981993,0.0005873507,0.0008797722,0.00003639849,0.00003295478,0.00003958263,0.00009115512,0.000003781385,0.0001296839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008935733,"threshold_uncertainty_score":0.002647102,"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."}}