{"id":"W4380150563","doi":"10.1016/j.jval.2023.03.2452","title":"CO227 An Updated Umbrella Review Comparing the Safety and Effectiveness of Femtosecond Laser-Assisted Cataract Surgery with Manual Cataract Surgery","year":2023,"lang":"en","type":"article","venue":"Value in Health","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"EVERSANA (Canada)","funders":"","keywords":"Cataract surgery; Medicine; Surgery; Narrative review; Ophthalmology; Optometry; Intensive care medicine","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":[0.00858565,0.0002343368,0.00138477,0.0002697666,0.000168734,0.00001430464,0.00008021598,0.00008113932,0.00003723959],"category_scores_gemma":[0.000294512,0.0001608516,0.0001239745,0.0009616391,0.0001526452,0.0001283068,0.00003371948,0.0003861056,0.00001368505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009941333,"about_ca_system_score_gemma":0.0007504681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006246111,"about_ca_topic_score_gemma":0.0002417348,"domain_scores_codex":[0.9959832,0.001960057,0.0008548067,0.0003950289,0.0003219866,0.000484876],"domain_scores_gemma":[0.9949417,0.003902224,0.000345649,0.0005083989,0.0001027189,0.0001993179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003889282,0.0005265155,0.9419149,0.03457234,0.0002545508,0.0007291558,0.0005867619,0.0005056537,0.000190556,0.0001570502,0.003805807,0.0128675],"study_design_scores_gemma":[0.0005080406,0.0001702431,0.9807149,0.01254791,0.00007292051,0.0003155149,0.0001397942,0.0006370423,0.0006775829,0.000009707481,0.00400215,0.0002041576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908735,0.00670252,0.000006258087,0.001240797,0.0001988849,0.0007899699,0.00004391106,0.0000690691,0.00007513614],"genre_scores_gemma":[0.9861422,0.01191956,0.00001428769,0.0008214121,0.00005337134,0.00001974984,0.0009636615,0.00003470219,0.00003108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03880011,"threshold_uncertainty_score":0.9442293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07885190400231591,"score_gpt":0.3367401079910518,"score_spread":0.2578882039887359,"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."}}