{"id":"W4297239407","doi":"10.1177/11206721221125013","title":"Investigating the role of inflammation in keratoconus: A retrospective analysis of 551 eyes","year":2022,"lang":"en","type":"article","venue":"European Journal of Ophthalmology","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Keratoconus; Medicine; Ophthalmology; Dioptre; Contact lens; Retrospective cohort study; Corneal topography; Inflammation; Visual acuity; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001783597,0.00006472959,0.0003951711,0.0004344076,0.00004539005,0.000002748593,0.0001252919,0.00001142419,0.0004171353],"category_scores_gemma":[0.0005648044,0.00004854674,0.0001817207,0.0009576067,0.0001068727,0.00004451533,0.00007053847,0.0003046675,6.997196e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003814553,"about_ca_system_score_gemma":0.0000775107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002720807,"about_ca_topic_score_gemma":0.000001418596,"domain_scores_codex":[0.9980698,0.000882067,0.0006623392,0.00008008932,0.000210615,0.00009509493],"domain_scores_gemma":[0.9987604,0.0001749627,0.0007553729,0.0001314385,0.0001390823,0.00003871289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001905233,0.00008487912,0.974278,0.00001024017,0.0003840047,0.0005918664,0.002356302,0.003458238,0.016938,0.0002492041,0.00001631239,0.001442434],"study_design_scores_gemma":[0.0005509685,0.000759976,0.9921537,0.00002538479,0.0002677289,0.001512578,0.002535528,0.0006249846,0.000906024,0.0005233773,0.00009894437,0.0000407971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881631,0.0003638756,0.000008142863,0.0002863194,0.00005249763,0.00008722383,0.00000382138,0.000001692901,0.01103336],"genre_scores_gemma":[0.999811,0.000004860071,0.00008063125,0.00002911065,0.0000332268,0.000001597108,0.000003378608,0.000007910107,0.00002826513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01787571,"threshold_uncertainty_score":0.4567339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01836267825778746,"score_gpt":0.2673184021013428,"score_spread":0.2489557238435554,"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."}}