{"id":"W3087546788","doi":"10.1146/annurev-vision-121219-081737","title":"Minimally Invasive Glaucoma Surgery: A Critical Appraisal of the Literature","year":2020,"lang":"en","type":"review","venue":"Annual Review of Vision Science","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Glaucoma; Glaucoma surgery; Trabeculectomy; Schlemm's canal; Intraocular pressure; Gonioscopy; Bleb (medicine); Surgery; Trabecular meshwork; Ophthalmology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001599633,0.0003811528,0.0030711,0.0002176907,0.00009794629,0.00002628194,0.0009944831,0.000179369,0.00005945353],"category_scores_gemma":[0.03443787,0.0001872793,0.001544165,0.003900732,0.001788078,0.0001944111,0.0004736675,0.0005689032,0.00003423784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003198999,"about_ca_system_score_gemma":0.002839176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003326962,"about_ca_topic_score_gemma":5.0907e-7,"domain_scores_codex":[0.9957493,0.0003457557,0.001370985,0.0006279684,0.0015611,0.0003448726],"domain_scores_gemma":[0.993745,0.003039931,0.0007981123,0.0008733129,0.001234831,0.0003088424],"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":[0.00001468041,0.0001294167,0.00009121808,0.3753778,0.00002728834,0.00005569291,0.0001954419,2.356275e-10,0.00002591897,0.0003828683,0.01285403,0.6108457],"study_design_scores_gemma":[0.0000402655,0.0001849028,0.0004555238,0.3939255,0.0004555637,0.0001765516,0.00004123097,2.693233e-7,0.000008797012,0.000006101061,0.6045937,0.0001116142],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001122648,0.9948101,0.000001607543,0.002685176,0.0006556223,0.0008989286,0.00009900008,0.00001168318,0.0007256117],"genre_scores_gemma":[0.0001867856,0.9985622,0.0002246248,0.0008350377,0.00009541053,0.00002045626,0.00002051887,0.00002223641,0.00003275863],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.610734,"threshold_uncertainty_score":0.9736955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02272490675038013,"score_gpt":0.4004293774757134,"score_spread":0.3777044707253333,"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."}}