{"id":"W1908454722","doi":"10.1097/iae.0000000000000825","title":"A NOVEL TECHNIQUE FOR SECURING SCLEROTOMIES IN 20-GAUGE TRANSCONJUNCTIVAL PARS PLANA VITRECTOMY","year":2015,"lang":"en","type":"article","venue":"Retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Pars plana; Medicine; Vitrectomy; Tamponade; Intraocular pressure; Ophthalmology; Visual acuity; Surgery; Retinal detachment; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005750214,0.0001610558,0.0003483178,0.0002061171,0.00002730922,0.00001137364,0.0000672812,0.0001142266,0.0000160721],"category_scores_gemma":[0.0001826376,0.0001340314,0.0001400858,0.0002158549,0.00004975156,0.00005875496,0.00001891339,0.0001905841,0.000009711937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008414956,"about_ca_system_score_gemma":0.0001236411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001468068,"about_ca_topic_score_gemma":0.00002655932,"domain_scores_codex":[0.9989468,0.0000278422,0.0002533454,0.0002586602,0.0002000079,0.000313379],"domain_scores_gemma":[0.9994356,0.00009052373,0.00005476618,0.0001778171,0.00007431045,0.0001669726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007227758,0.0009779381,0.0585136,0.001426263,0.000174039,0.0004422257,0.0023076,0.00002410517,0.9013652,0.003120334,0.01877825,0.005642713],"study_design_scores_gemma":[0.01516953,0.001618907,0.03179124,0.003139302,0.0002365754,0.001152225,0.0009879565,0.000846851,0.5803908,0.002682958,0.3608197,0.001164075],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797376,0.0002492668,0.009317234,0.001784234,0.0001837396,0.002077249,0.00003529493,0.0001226509,0.006492772],"genre_scores_gemma":[0.9934472,0.00002165599,0.004968021,0.0002524063,0.0001752377,0.0005015578,0.00005632132,0.0000367945,0.0005408013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3420414,"threshold_uncertainty_score":0.5465642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05722041593730326,"score_gpt":0.2950543970568189,"score_spread":0.2378339811195156,"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."}}