{"id":"W4254548729","doi":"10.1109/iembs.2006.4398916","title":"Novel Micromachined Valved Glaucoma Drainage Devices","year":2006,"lang":"en","type":"article","venue":"Conference proceedings","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Surface micromachining; Computer science; Drainage; Glaucoma; Medicine; Ophthalmology; Fabrication","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":[0.0001187264,0.0002424592,0.0003206087,0.0001248129,0.0001293682,0.00009922821,0.0001835252,0.0001299256,0.0001726953],"category_scores_gemma":[0.00006314112,0.000198013,0.0001268431,0.0002526325,0.0001460437,0.0001513963,0.00006197787,0.0002299343,0.0000959656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003536685,"about_ca_system_score_gemma":0.00008942349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003010076,"about_ca_topic_score_gemma":0.00003186272,"domain_scores_codex":[0.9986863,0.000003169,0.0002816376,0.000375441,0.0002570828,0.0003963453],"domain_scores_gemma":[0.9992957,0.0000186867,0.0001166233,0.000108608,0.0003292752,0.0001311059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000126743,0.0002825591,0.4331021,0.0003009996,0.00003392632,0.00001333074,0.0003988973,9.882352e-9,0.5404816,0.02174187,0.002521637,0.0009963718],"study_design_scores_gemma":[0.001823214,0.0002364878,0.9722658,0.0002384187,0.0001309366,0.0001955281,0.0006797516,0.0006721989,0.00894112,0.002786696,0.01171517,0.0003146511],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8904147,0.0001840257,0.0005534516,0.002372523,0.00007850864,0.0003420289,0.000003704107,0.0001922168,0.1058589],"genre_scores_gemma":[0.9928252,0.000007575266,0.002683697,0.000541692,0.000145229,0.0000253577,0.00003003748,0.00002953455,0.003711718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5391637,"threshold_uncertainty_score":0.8074737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01293449133340194,"score_gpt":0.2453354789233149,"score_spread":0.232400987589913,"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."}}