{"id":"W3130762687","doi":"10.2147/opth.s296724","title":"Keratoconus Features on Corneal Higher-Order Aberration Ablation Maps: Proof-of-Concept of a New Diagnostic Modality","year":2021,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université de Montréal; University of Toronto; McGill University","funders":"","keywords":"Keratoconus; Ablation; Corneal topography; Ophthalmology; Medicine; Ectasia; Optics; Cornea; Aberrations of the eye; Physics; Surgery; Visual acuity","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003644115,0.0001599794,0.0007181132,0.00005165523,0.00003198129,0.000005025115,0.00007167873,0.0003875774,0.001211665],"category_scores_gemma":[0.005212325,0.0001426424,0.0002430151,0.0003102793,0.0002530668,0.00004993643,0.00004472076,0.0003536412,0.00001290088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002080262,"about_ca_system_score_gemma":0.0005245393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009586082,"about_ca_topic_score_gemma":0.000008810501,"domain_scores_codex":[0.9979255,0.0003353025,0.0009163871,0.0004152769,0.0001972977,0.0002101967],"domain_scores_gemma":[0.995842,0.002948157,0.0003191094,0.0004081204,0.0003051758,0.0001774004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00536085,0.00647522,0.8443989,0.0004101916,0.0005003734,0.002154131,0.0004411548,0.00120645,0.0005719922,0.01055672,0.02417397,0.10375],"study_design_scores_gemma":[0.003421983,0.002699256,0.9746039,0.0001764496,0.0001762507,0.0005933273,0.00005401007,0.00009085852,0.005794291,0.01079433,0.001394019,0.0002013021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847089,0.0006882725,0.0002070448,0.004042238,0.001316758,0.0005464322,0.00001939413,0.00002206283,0.008448863],"genre_scores_gemma":[0.995809,0.0000119022,0.0004196496,0.0005813552,0.0003592687,0.00002169581,0.0001916553,0.00001530832,0.002590153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.130205,"threshold_uncertainty_score":0.9997014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08600518559994219,"score_gpt":0.3865313496076589,"score_spread":0.3005261640077168,"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."}}