{"id":"W4389558105","doi":"10.57204/001c.89065","title":"Refractive Surgery Overview","year":2023,"lang":"en","type":"article","venue":"CRO (Clinical & Refractive Optometry) Journal","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Presbyopia; Optometry; Refractive surgery; Astigmatism; Medicine; Optics; Ophthalmology; Cornea; Physics","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","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005836123,0.0004237013,0.00149479,0.001085064,0.0005106094,0.0001613199,0.000245432,0.0004474848,0.003763556],"category_scores_gemma":[0.01275945,0.0003468892,0.001491954,0.003344267,0.0003403998,0.0006697943,0.0002092242,0.002615005,0.002015915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002328694,"about_ca_system_score_gemma":0.0007621777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001874744,"about_ca_topic_score_gemma":0.000001546204,"domain_scores_codex":[0.9947907,0.0006459764,0.001790701,0.0007139714,0.001009937,0.00104871],"domain_scores_gemma":[0.9883826,0.008236181,0.00095203,0.000609343,0.0006672866,0.001152525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003117229,0.001387701,0.6320853,0.0001286599,0.00100729,0.002218892,0.0001102609,0.000005116995,0.0004316303,0.00005092685,0.1478058,0.2116512],"study_design_scores_gemma":[0.001520598,0.00039703,0.786276,0.0004397229,0.0002438088,0.0005491911,0.0005665589,0.00006331059,0.0001955786,0.0006162259,0.2087384,0.0003935176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750662,0.002253431,0.0004741917,0.005457664,0.00291149,0.0003587898,0.00002447027,0.0002584591,0.01319531],"genre_scores_gemma":[0.9740473,0.0153411,0.0002673865,0.003120821,0.001811112,0.00002003667,0.00003724349,0.00009582219,0.005259193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2112577,"threshold_uncertainty_score":0.9998983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1773591255459419,"score_gpt":0.5002629097255713,"score_spread":0.3229037841796294,"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."}}