{"id":"W3202000407","doi":"10.2147/opth.s331289","title":"Safety and Efficacy of BroadBand Intense Pulsed Light Therapy for Dry Eye Disease with Meibomian Gland Dysfunction","year":2021,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System; University of Toronto","funders":"","keywords":"Medicine; Ophthalmology; Meibomian gland; Intense pulsed light; Adverse effect; Dry eyes; Visual acuity; Blepharitis; Artificial tears; Tears; Surgery; Eyelid; Internal medicine; Dermatology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006258359,0.0001108791,0.0003334577,0.0002251695,0.0002929033,0.0002900101,0.0001576141,0.0001925215,0.0007417671],"category_scores_gemma":[0.001437608,0.00005197794,0.0003507421,0.000252168,0.0001744929,0.0001594085,0.0001612637,0.0002988122,0.0001003834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005198481,"about_ca_system_score_gemma":0.0004659336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001853752,"about_ca_topic_score_gemma":0.002941846,"domain_scores_codex":[0.9996701,0.00007927499,0.00004285739,0.00003138574,0.0001372524,0.00003897858],"domain_scores_gemma":[0.999095,0.0002539742,0.0004211283,0.00003262383,0.0001124261,0.00008492082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.007675962,0.00115438,0.8041026,0.0006826614,0.0003819217,0.001534989,0.0003479166,0.0002827087,0.0179426,0.00004619911,0.0004927825,0.1653552],"study_design_scores_gemma":[0.0004449528,0.01038724,0.9801416,0.00008893092,0.0002310356,0.00439136,0.000204628,0.0003558311,0.001927553,0.00002064706,0.001797923,0.000008213678],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937489,0.004405883,0.0001580519,0.00008932039,0.000005742932,0.00004582835,0.00009010958,0.000005730022,0.001450417],"genre_scores_gemma":[0.9989422,0.0006379897,0.0001167994,0.00005450243,0.00001875239,0.00001553935,0.00009622144,0.000001166835,0.0001168929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001853752,"threshold_uncertainty_score":0.003771722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03144067250624486,"score_gpt":0.3458446838817629,"score_spread":0.314404011375518,"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."}}