{"id":"W2076832008","doi":"10.1097/icu.0000000000000148","title":"Update on pneumatic retinopexy","year":2015,"lang":"en","type":"review","venue":"Current Opinion in Ophthalmology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Toronto Western Hospital","funders":"","keywords":"Medicine; Retinal detachment; Vitrectomy; Scleral buckling; Pars plana; Retinal; Scleral buckle; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007640026,0.0005237413,0.002687182,0.0006180718,0.00002742467,0.00001302485,0.0002405255,0.0004540093,0.0004127751],"category_scores_gemma":[0.0003118044,0.0003880207,0.0005186119,0.0004365402,0.0001073612,0.0000298398,0.0001496121,0.001098039,0.001828754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002371733,"about_ca_system_score_gemma":0.0005544852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003827282,"about_ca_topic_score_gemma":1.79993e-8,"domain_scores_codex":[0.9969921,0.0005209183,0.00101421,0.0006502959,0.0003524225,0.0004700251],"domain_scores_gemma":[0.9983876,0.0002141561,0.0003999129,0.0006623211,0.00008896292,0.0002470876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006352377,0.0004075231,0.0001926582,0.05540007,0.00006784345,0.0003260164,0.00001927438,3.323138e-7,3.092968e-8,0.0006498804,0.02035758,0.9225153],"study_design_scores_gemma":[0.0003505197,0.0002938615,0.0000576769,0.04458273,0.0001355767,0.006562788,0.000003680116,0.000003421298,5.694197e-8,0.0002253503,0.9474774,0.0003069312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008362337,0.9819546,0.000001564611,0.000114579,0.01211573,0.00103617,0.00002636848,0.00004036598,0.004627013],"genre_scores_gemma":[0.00002121385,0.9973667,0.00003217535,0.00001681401,0.0008229769,0.0002456332,0.001061059,0.00006920153,0.0003642027],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9271199,"threshold_uncertainty_score":0.9998572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2943078683482805,"score_gpt":0.4888553292393213,"score_spread":0.1945474608910408,"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."}}