{"id":"W2322504322","doi":"10.1097/ijg.0000000000000295","title":"Collagen Cross-linking for Late-onset Bleb Leakage","year":2015,"lang":"en","type":"article","venue":"Journal of Glaucoma","topic":"Botulinum Toxin and Related Neurological Disorders","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont; Montreal Heart Institute","funders":"","keywords":"Medicine; Bleb (medicine); Glaucoma; Intraocular pressure; Ophthalmology; Visual acuity; Leakage (economics); Surgery; Retrospective cohort study; Trabeculectomy","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":[0.0005564669,0.0001219523,0.0003641924,0.00009770329,0.00006524497,0.00003578143,0.0001392934,0.0002052559,0.00005499991],"category_scores_gemma":[0.000381013,0.0000812716,0.0002500553,0.000154724,0.00008562927,0.00009204214,0.00002841189,0.0002925811,0.00003058466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004274295,"about_ca_system_score_gemma":0.0001669047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001741885,"about_ca_topic_score_gemma":0.00000162747,"domain_scores_codex":[0.9988217,0.00004518887,0.0004814704,0.0001166065,0.0002964186,0.0002385558],"domain_scores_gemma":[0.998824,0.000139346,0.0002683125,0.0001314266,0.0003294448,0.0003074818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006779455,0.0007712226,0.9299554,0.0001525799,0.0004863857,0.001679372,0.0006779421,0.00007621473,0.006261424,0.0001759427,0.04910711,0.003876999],"study_design_scores_gemma":[0.02795235,0.01067763,0.708217,0.0003944731,0.0007303324,0.004869963,0.0003513154,0.003164152,0.006700942,0.01291265,0.2235234,0.00050579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923474,0.0008543258,0.0003621286,0.003625677,0.0005742837,0.0002087243,0.00000478862,0.00002396059,0.001998673],"genre_scores_gemma":[0.9947147,0.0001251947,0.001176402,0.00204093,0.0002698636,0.000002071169,0.000003957157,0.00002215307,0.001644666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2217383,"threshold_uncertainty_score":0.331416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04806695389595635,"score_gpt":0.3320471779973211,"score_spread":0.2839802241013648,"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."}}