{"id":"W2332797322","doi":"10.1097/ijg.0000000000000318","title":"Flow Test to Predict Early Hypotony and Hypertensive Phase After Ahmed Glaucoma Valve (AGV) Surgical Implantation","year":2015,"lang":"en","type":"article","venue":"Journal of Glaucoma","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Intraocular pressure; Glaucoma; Glaucoma valve; Cutoff; Predictive value; Ophthalmology; Prospective cohort study; Surgery; Anesthesia; Internal medicine","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":[0.0009676094,0.0005643898,0.000457034,0.001008231,0.0001835868,0.0004120334,0.0002429452,0.0007141182,0.0008506459],"category_scores_gemma":[0.004378543,0.000213699,0.0003181927,0.0002905235,0.0002891049,0.0003909926,0.0002529535,0.0006123891,0.0002236608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001939332,"about_ca_system_score_gemma":0.0002668074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000418752,"about_ca_topic_score_gemma":0.0004978777,"domain_scores_codex":[0.999557,0.0001399373,0.00005394128,0.00007487976,0.0001078915,0.00006641138],"domain_scores_gemma":[0.9962897,0.001598686,0.001286951,0.00008461255,0.0002970825,0.0004429396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001300777,0.0002804263,0.9889256,0.00002313162,0.00003794214,0.000140009,0.00004123178,0.00006653022,0.003000403,0.000008595027,0.00008265635,0.006092628],"study_design_scores_gemma":[0.0001211597,0.003180743,0.9916997,0.00001705925,0.00007907136,0.001412786,0.00006226973,0.001521243,0.001663591,0.00002367921,0.000205384,0.00001335055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988766,0.0004863576,0.0002608508,0.00003161789,0.00001807903,0.00001997216,0.00004977813,0.00001168397,0.0002449555],"genre_scores_gemma":[0.9992645,0.00009142094,0.0003974617,0.00004234162,0.0000305165,0.00001409209,0.00008631827,0.000001809413,0.00007157579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001008231,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0138001957102971,"score_gpt":0.2713748676751202,"score_spread":0.2575746719648231,"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."}}