{"id":"W4392594130","doi":"10.1080/17434440.2024.2327529","title":"Navigating hypotony challenges with XEN gel implantation","year":2024,"lang":"en","type":"review","venue":"Expert Review of Medical Devices","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Shunting; Tube (container); Medicine; Ophthalmology; Surgery; Materials science","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"],"consensus_categories":[],"category_scores_codex":[0.000980225,0.0005667108,0.003343809,0.00007192515,0.00004148272,0.00001618383,0.0004284509,0.0004580721,0.0004620347],"category_scores_gemma":[0.0003913439,0.0002809037,0.0007037252,0.0003882544,0.0001840929,0.000054864,0.0001206802,0.001196082,0.0002098532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005014368,"about_ca_system_score_gemma":0.0006262642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005969718,"about_ca_topic_score_gemma":0.00001882539,"domain_scores_codex":[0.9957703,0.000234983,0.001256757,0.0005858252,0.001822967,0.0003291255],"domain_scores_gemma":[0.9982504,0.0002987307,0.0005254967,0.0004481633,0.0001159462,0.0003612346],"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":[0.000002990151,0.00003940462,0.000001997807,0.4216658,0.000214251,0.0001733848,0.00009540902,1.536432e-10,4.449086e-8,0.00007752672,0.001743411,0.5759858],"study_design_scores_gemma":[0.0001068771,0.0001300197,0.000005953705,0.4765732,0.001494911,0.0009098834,0.0001092861,0.000001347412,2.309045e-7,0.000003290865,0.5205082,0.0001567772],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007506002,0.9893118,0.000004787145,0.006705742,0.0003123386,0.001385383,0.00001086679,0.00008258181,0.002178974],"genre_scores_gemma":[0.000002710883,0.9967411,0.0004239207,0.001610536,0.0005201335,0.000293096,0.0002673811,0.00008497465,0.00005612788],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.575829,"threshold_uncertainty_score":0.9999643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04529990859806729,"score_gpt":0.4256463371353127,"score_spread":0.3803464285372454,"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."}}