{"id":"W3135086420","doi":"10.2147/opth.s303441","title":"Vector Analysis Reveals That Topography-Guided LASIK Targeting the Manifest Refraction (MR) is Superior to Topography-Modified Refraction (TMR) and Layer Yolked Reduction of Astigmatism (LYRA) [Letter]","year":2021,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Optical measurement and interference techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"LASIK; Refraction; Medicine; Astigmatism; Ophthalmology; Optometry; Optics; Corneal topography; Reduction (mathematics); Subjective refraction; Cornea; Refractive error; Physics; Visual acuity; Mathematics; Geometry","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":[0.0003617364,0.000195665,0.0002188397,0.0004585058,0.0001244556,0.0004309129,0.0001838058,0.0002935693,0.004852163],"category_scores_gemma":[0.001411887,0.0000540151,0.0002397328,0.0004291444,0.0002625806,0.00037156,0.00009749593,0.0003949399,0.0005356985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00022312,"about_ca_system_score_gemma":0.0001703615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002327222,"about_ca_topic_score_gemma":0.001287008,"domain_scores_codex":[0.9998015,0.00003848634,0.00003063001,0.00003676211,0.00007503163,0.00001760184],"domain_scores_gemma":[0.9994639,0.0002568683,0.00005902186,0.00004046093,0.0001625162,0.00001732686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01236376,0.0004577802,0.03920405,0.0005850247,0.0003861176,0.003291197,0.0002591233,0.002673244,0.355944,0.004005194,0.01998733,0.5608432],"study_design_scores_gemma":[0.0009896597,0.01355513,0.5026075,0.00008649604,0.001043226,0.03080307,0.0007171208,0.06242785,0.3400916,0.009812374,0.03761262,0.0002533073],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9497682,0.00448672,0.02660124,0.005230621,0.001156979,0.00008714513,0.001001535,0.0007492366,0.01091843],"genre_scores_gemma":[0.9900095,0.001148157,0.004669881,0.0006495795,0.0001887556,0.00001745898,0.0003969115,0.0000428161,0.002877101],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.004852163,"threshold_uncertainty_score":0.01623213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1261291789109626,"score_gpt":0.3865135715932437,"score_spread":0.2603843926822811,"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."}}