{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001955148,0.0002528473,0.000688596,0.0003232973,0.0001993776,0.0001395164,0.0005477573,0.0003301258,0.000153136],"category_scores_gemma":[0.0008418672,0.0001997979,0.0004383564,0.001394893,0.0002397683,0.0004604612,0.0002965068,0.0005052584,0.00001324077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003694207,"about_ca_system_score_gemma":0.00004230448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007887772,"about_ca_topic_score_gemma":0.000005227702,"domain_scores_codex":[0.9963982,0.0008716008,0.001083365,0.0008823202,0.0003895175,0.0003750639],"domain_scores_gemma":[0.9974607,0.0006492466,0.0004274369,0.0008692099,0.0004243574,0.0001690438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005853167,0.001791161,0.4744657,0.000226924,0.002853038,0.000376035,0.001863403,0.00005911017,0.4578999,0.01639887,0.01906881,0.02441174],"study_design_scores_gemma":[0.0009982554,0.002307117,0.8205902,0.0002158835,0.0008730095,0.000844521,0.000463958,0.001778706,0.1577234,0.01111572,0.002120508,0.0009687405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724969,0.0001441643,0.01345848,0.01073916,0.001097339,0.0003467762,0.0000052791,0.0001156858,0.001596187],"genre_scores_gemma":[0.9834281,0.0001069419,0.01506643,0.0009148858,0.0002268017,0.00005151522,0.00001059249,0.00001353405,0.0001812653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3461245,"threshold_uncertainty_score":0.8147523,"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."}}