{"id":"W4415888541","doi":"10.1101/2025.11.01.25339321","title":"PAUL <sup>®</sup> glaucoma implant – efficacy and safety: A systematic review and meta-analysis","year":2025,"lang":"","type":"preprint","venue":"medRxiv","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glaucoma; Intraocular pressure; Implant; Randomized controlled trial; Open angle glaucoma; Observational study; Glaucoma medication; Trabeculectomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01403371,0.00279657,0.01775633,0.005932377,0.0005992767,0.003844128,0.001846089,0.002143508,0.004814064],"category_scores_gemma":[0.03365469,0.001427048,0.03176791,0.005441814,0.0007664268,0.001882938,0.001393656,0.001614945,0.0003321065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002558087,"about_ca_system_score_gemma":0.004279045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004932667,"about_ca_topic_score_gemma":0.01027215,"domain_scores_codex":[0.9894694,0.004736516,0.003261337,0.0008592391,0.001326334,0.0003471135],"domain_scores_gemma":[0.9827177,0.01247476,0.002921391,0.0004442873,0.001276301,0.0001656039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001278968,0.00002672855,0.002198291,0.6420401,0.3403759,0.00009094558,0.00006229799,0.0003516628,0.0002062986,0.0001393064,0.0006795364,0.01254993],"study_design_scores_gemma":[0.0006135807,0.0002727724,0.003268496,0.06004538,0.9326433,0.0001266398,0.00004621676,0.0001684422,0.0001556956,0.0002077616,0.002426955,0.00002479116],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00244981,0.9959731,0.0003721106,0.0002065862,0.0001296527,0.0003166457,0.0003480551,0.00001591869,0.0001881514],"genre_scores_gemma":[0.09975735,0.8929273,0.002686518,0.001100831,0.0004432161,0.002033429,0.0007032581,0.00002644365,0.0003217235],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01775633,"threshold_uncertainty_score":0.07421827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02434746765863381,"score_gpt":0.2894657845478847,"score_spread":0.2651183168892509,"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."}}