{"id":"W4297968879","doi":"10.2147/opth.s378038","title":"Ab Interno XEN Gel Stent Implantation in Eyes with Previous Tube Shunt Surgery","year":2022,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; McMaster University","funders":"","keywords":"Medicine; Ophthalmology; Stent; Shunt (medical); Surgery","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":[0.0003588276,0.0002664238,0.0004409052,0.001102757,0.0005575821,0.000552721,0.0002376527,0.0004732019,0.001633936],"category_scores_gemma":[0.001443982,0.0001962726,0.0005492993,0.0006670566,0.0005348496,0.0004605773,0.0004032808,0.0003756638,0.0002732643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003092233,"about_ca_system_score_gemma":0.0003767151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005121568,"about_ca_topic_score_gemma":0.0009828776,"domain_scores_codex":[0.9996603,0.00003975448,0.00005681222,0.00004764317,0.0001155896,0.0000799468],"domain_scores_gemma":[0.998958,0.0002532683,0.000511593,0.00007911923,0.00006338799,0.00013465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006224955,0.0001391216,0.9560266,0.00008678931,0.00007574376,0.02329799,0.0002331355,0.00006665591,0.004680285,0.00003281637,0.0001045475,0.01463387],"study_design_scores_gemma":[0.00003032175,0.002545294,0.8112713,0.00005921213,0.0001332939,0.180764,0.0006235825,0.000380349,0.003282061,0.00007090583,0.0008215585,0.00001820693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990819,0.0004755122,0.0000911277,0.0000161588,0.000006715264,0.00000563091,0.00001599272,0.000003212762,0.0003039654],"genre_scores_gemma":[0.9994701,0.000251903,0.0001128997,0.00001832997,0.00001861551,0.000003804525,0.00003156374,0.00000156272,0.0000914346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001633936,"threshold_uncertainty_score":0.005466104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09298298641701279,"score_gpt":0.3683690884492523,"score_spread":0.2753861020322395,"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."}}