{"id":"W4206002829","doi":"10.1007/978-981-15-5632-6_7","title":"PRESERFLO MicroShunt","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prism Eye Institute; University of Toronto","funders":"","keywords":"Trabeculectomy; Glaucoma; Medicine; Bleb (medicine); Intraocular pressure; Surgery; Ophthalmology; Sclera; Capsule","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":[0.00007434133,0.0006934825,0.0002367411,0.001127354,0.0003356127,0.0006240315,0.0003525503,0.0004642493,0.1513423],"category_scores_gemma":[0.0001459689,0.0002472718,0.0002577517,0.0004865484,0.0001517455,0.0009306808,0.0004823754,0.000864961,0.05745217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199523,"about_ca_system_score_gemma":0.000267834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004258828,"about_ca_topic_score_gemma":0.001231606,"domain_scores_codex":[0.999925,0.000003394138,0.000003069485,0.00001654135,0.00004571053,0.000006239358],"domain_scores_gemma":[0.9999392,0.00001694321,0.000005718321,0.000006384311,0.00001934511,0.00001241649],"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":[0.0001025221,0.00009804991,0.0001274949,0.0008340618,0.000006882464,0.0006441889,0.000119388,0.0003299951,0.02854258,0.01736943,0.2255785,0.7262469],"study_design_scores_gemma":[0.000004479531,0.00003348243,0.000187532,0.00005542495,0.000003090433,0.0007451776,0.00000726604,0.0001709098,0.00335783,0.0009500525,0.9944794,0.000005266377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005811583,0.03611472,0.01842174,0.001050696,0.002524311,0.0001629488,0.0009767239,0.002375187,0.932562],"genre_scores_gemma":[0.007322161,0.008830406,0.006357834,0.0004375995,0.0002278885,0.00004631761,0.0006107484,0.0002166285,0.9759504],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1513423,"threshold_uncertainty_score":0.5062903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609396426519185,"score_gpt":0.2369948675887707,"score_spread":0.2209009033235788,"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."}}