{"id":"W2754105140","doi":"10.1097/ico.0000000000001359","title":"Stepwise Guided Photorefractive Keratectomy in Treatment of Irregular Astigmatism After Penetrating Keratoplasty and Deep Anterior Lamellar Keratoplasty","year":2017,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Photorefractive keratectomy; Ophthalmology; Astigmatism; Ablation; Visual acuity; Corneal topography; Aberrations of the eye; Optics","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":[0.0001539361,0.000277847,0.0006087282,0.0001142583,0.0001577696,0.00007902567,0.00007367504,0.00013423,0.0002228045],"category_scores_gemma":[0.0001878847,0.0002335519,0.0001101161,0.00008044088,0.0001927067,0.000214971,0.00006003519,0.0001192429,0.00001236734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008465577,"about_ca_system_score_gemma":0.0001108066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000242203,"about_ca_topic_score_gemma":0.0004721313,"domain_scores_codex":[0.9985875,0.00006470072,0.0004482841,0.000410864,0.0001804234,0.0003081627],"domain_scores_gemma":[0.9988187,0.0001169823,0.0002616833,0.0005364576,0.00009426018,0.000171901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001532934,0.0005186709,0.9176383,0.0001636106,0.00009845995,0.0005857202,0.001619268,0.000004779197,0.01246964,0.00001855063,0.00003853519,0.06531151],"study_design_scores_gemma":[0.004727753,0.0005404322,0.9766225,0.0004210318,0.00008175775,0.00009865406,0.0003151201,0.001222466,0.01475329,0.00005414433,0.0009149779,0.0002479122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954791,0.002356382,0.00006861571,0.0001034753,0.0001685282,0.0005946446,0.00002099729,0.0000246081,0.001183618],"genre_scores_gemma":[0.9987199,0.0004026656,0.0004066984,0.00008132253,0.00005705266,0.00009532107,0.00001142856,0.00002635973,0.0001992076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0650636,"threshold_uncertainty_score":0.9523969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01817034898649526,"score_gpt":0.2825948658652852,"score_spread":0.2644245168787899,"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."}}