{"id":"W3151809470","doi":"10.1097/j.jcrs.0000000000000642","title":"New treatment algorithm for keratoconus and cataract: small-aperture IOL insertion with sequential topography-guided photorefractive keratectomy and simultaneous accelerated corneal crosslinking","year":2021,"lang":"en","type":"article","venue":"Journal of Cataract & Refractive Surgery","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sport Centre Pacific","funders":"","keywords":"Keratoconus; Photorefractive keratectomy; Medicine; Ophthalmology; Cataract surgery; Visual acuity; Optometry; Cornea","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004057371,0.0004750072,0.001187917,0.0003449587,0.0003068254,0.0002212731,0.00005413861,0.0002568038,0.00007532281],"category_scores_gemma":[0.000644296,0.0003545682,0.0003842698,0.000455996,0.0001219034,0.0006844784,0.0000284668,0.0005499493,0.000001487362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002566861,"about_ca_system_score_gemma":0.002017909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005384831,"about_ca_topic_score_gemma":0.0001377738,"domain_scores_codex":[0.997714,0.0001237323,0.000820402,0.0005145306,0.0003654201,0.0004619381],"domain_scores_gemma":[0.9938797,0.003132624,0.0009121056,0.0002284172,0.001313742,0.0005334382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0202957,0.001482977,0.04706793,0.0001957908,0.002970603,0.009461251,0.001522433,0.00005584255,0.04632549,0.000007209616,0.0009755474,0.8696392],"study_design_scores_gemma":[0.04335924,0.01221503,0.3157445,0.003422857,0.006158934,0.0566485,0.006301197,0.006607005,0.3176338,0.0005654802,0.2275016,0.003841835],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912597,0.002809039,0.003779796,0.00084323,0.0003413488,0.0007428098,0.00008953399,0.00003149972,0.000103025],"genre_scores_gemma":[0.9931504,0.00197555,0.002729276,0.0009106888,0.000554788,0.00003412836,0.0002985857,0.00006120589,0.0002854428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8657974,"threshold_uncertainty_score":0.9998906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04125837500642491,"score_gpt":0.2980216308649883,"score_spread":0.2567632558585634,"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."}}