{"id":"W3043482905","doi":"10.2147/mder.s258498","title":"<p>Comparison of Silicone- and Porous-Plate Ahmed Glaucoma Valves</p>","year":2020,"lang":"en","type":"article","venue":"Medical Devices Evidence and Research","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Silicone; Glaucoma valve; Glaucoma; Intraocular pressure; Medicine; Ophthalmology; Implant; Surgery; Materials science; Composite material","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":[0.002077949,0.0002279277,0.0007482549,0.0001961695,0.0002129576,0.00005428681,0.0003531234,0.0003172171,0.0005514534],"category_scores_gemma":[0.004139788,0.0001585863,0.00009990475,0.0007047505,0.001291152,0.0001919543,0.0003962139,0.0009145595,0.00008278633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002247403,"about_ca_system_score_gemma":0.0004301674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001069863,"about_ca_topic_score_gemma":0.0001424532,"domain_scores_codex":[0.995235,0.0003812436,0.0006358651,0.000608856,0.002423956,0.0007151174],"domain_scores_gemma":[0.9966475,0.001278912,0.0001072963,0.0002936986,0.0003183907,0.001354207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001021933,0.0004048264,0.8825263,0.003841236,0.000189007,0.0004703814,0.004731311,1.405518e-7,0.04483218,0.000938653,0.01173764,0.04930633],"study_design_scores_gemma":[0.00237485,0.003301104,0.9352656,0.003813128,0.0001810217,0.0001647963,0.002252593,0.007036791,0.003161885,0.0003245198,0.04176347,0.0003602636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9092401,0.04081745,0.00002549417,0.04796828,0.00006615742,0.0004836284,0.000002618983,0.00004362032,0.001352636],"genre_scores_gemma":[0.9892396,0.008874686,0.000149039,0.001082317,0.0002138895,0.00001985152,0.000008787651,0.00002436251,0.0003874066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07999954,"threshold_uncertainty_score":0.6466961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07685113632458389,"score_gpt":0.396695079143638,"score_spread":0.3198439428190541,"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."}}