{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001300058,0.0005468495,0.0009240403,0.001409283,0.0002430075,0.001432981,0.0006227146,0.001152834,0.003468288],"category_scores_gemma":[0.002763032,0.0001662948,0.001056322,0.0005889036,0.0005285983,0.0010578,0.0006616956,0.001106488,0.0009405939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003687787,"about_ca_system_score_gemma":0.001180626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008872557,"about_ca_topic_score_gemma":0.001764073,"domain_scores_codex":[0.9990953,0.0002519186,0.0001596944,0.0001043138,0.0003384646,0.00005021601],"domain_scores_gemma":[0.9987921,0.0007817065,0.0002193464,0.00002674858,0.0001573283,0.00002280468],"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":[0.0001416181,0.00004326933,0.0006352703,0.04630695,0.0002516673,0.000641069,0.0001584509,0.0004888551,0.003689572,0.003324831,0.01824658,0.9260719],"study_design_scores_gemma":[0.00009870379,0.0005316722,0.004489196,0.03728207,0.0009729264,0.01494666,0.0004886204,0.0008564558,0.007255948,0.006040087,0.9269359,0.0001018283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007179767,0.9955755,0.0006167485,0.000815881,0.0002413472,0.00001663283,0.0000335531,0.00001723388,0.001965062],"genre_scores_gemma":[0.009530338,0.9873505,0.001065053,0.0007478583,0.0003503146,0.00002646209,0.00006287668,0.000006969894,0.0008596216],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003468288,"threshold_uncertainty_score":0.01160252,"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."}}