{"id":"W4319301857","doi":"10.1097/j.jcrs.0000000000001162","title":"Comment on: Diagnosis and management of postrefractive surgery ectasia","year":2023,"lang":"en","type":"letter","venue":"Journal of Cataract & Refractive Surgery","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Keratomileusis; Medicine; LASIK; Ectasia; Keratometer; Refractive surgery; Ophthalmology; Surgery; Cornea","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":[0.001874752,0.001041707,0.001003176,0.001372811,0.001136523,0.001129496,0.001889579,0.01593568,0.008287678],"category_scores_gemma":[0.01894905,0.000378137,0.001352895,0.0007575535,0.0012738,0.00341822,0.001115827,0.01003686,0.007411159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001648729,"about_ca_system_score_gemma":0.001401518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00282718,"about_ca_topic_score_gemma":0.002662573,"domain_scores_codex":[0.9983047,0.0003807438,0.0004043986,0.0002252492,0.0004958501,0.000189026],"domain_scores_gemma":[0.9919751,0.003741802,0.0007432079,0.0001970221,0.002703787,0.000639038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007684582,0.00001770463,0.0008809589,0.0002226387,0.00001054444,0.00188338,0.00007489365,0.00004997025,0.0002276628,0.0004534434,0.9832088,0.01289313],"study_design_scores_gemma":[0.0001016663,0.0001151647,0.002992238,0.001435418,0.0000620395,0.01220684,0.0005412302,0.0002454719,0.001074196,0.002392085,0.9787404,0.00009313606],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001164882,0.01170448,0.0006065039,0.7717871,0.2097206,0.00006570153,0.0003177587,0.0001376074,0.004495277],"genre_scores_gemma":[0.006433208,0.007984601,0.0007200891,0.7602043,0.2188151,0.00007730621,0.000211846,0.00006993097,0.005483577],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01593568,"threshold_uncertainty_score":0.02772504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04962842559595498,"score_gpt":0.3012183558984513,"score_spread":0.2515899303024963,"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."}}