{"id":"W2955298517","doi":"10.1016/j.ophtha.2019.06.029","title":"Associations with Corneal Hysteresis in a Population Cohort","year":2019,"lang":"en","type":"article","venue":"Ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Alcon Research Institute; National Institute for Health Research Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology; Moorfields Eye Charity; Moorfields Eye Hospital NHS Foundation Trust; Queen's University; University of Bristol; Queen's University Belfast; Medical Research Council; Cardiff University; Newcastle University; University of Nottingham; University of East Anglia; University of Leeds; National Institute for Health and Care Research; University of Southampton; DeepMind; King's College Hospital NHS Foundation Trust; International Glaucoma Association; Great Ormond Street Institute of Child Health; King's College London; Santen; University of Dundee","keywords":"Medicine; Cohort; Population; Ophthalmology; Optometry; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001847827,0.0001205934,0.0004013053,0.0001365244,0.0000474813,0.000004056583,0.00004326969,0.0001472206,0.000552843],"category_scores_gemma":[0.00005286652,0.00009788382,0.00003995112,0.0002050428,0.00004599745,0.00006409475,0.00003043791,0.0001687245,0.0002210935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034001,"about_ca_system_score_gemma":0.00003373128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003916462,"about_ca_topic_score_gemma":0.00001189526,"domain_scores_codex":[0.9990751,0.00008168476,0.0002124333,0.0002547677,0.000117565,0.0002584296],"domain_scores_gemma":[0.9995247,0.0001122943,0.00008738738,0.0001814186,0.00004822834,0.00004599731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002628333,0.0003305271,0.9985098,0.00002661533,0.0001022166,0.0002528614,0.0000826808,0.000006892169,0.0001140322,0.0002248272,0.0000632965,0.00002345739],"study_design_scores_gemma":[0.001393662,0.002069108,0.9941869,0.00003963709,0.00005502777,0.001894203,0.00005081489,0.00004013917,0.00001857221,0.0001389739,0.00001287762,0.0001001334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983805,0.00003476254,0.000001249535,0.0004054917,0.0001512174,0.0005547957,0.000007470775,0.0000256527,0.01501437],"genre_scores_gemma":[0.9960404,0.000002238664,0.0001622712,0.0001125881,0.00003390632,0.00003680807,0.0001046689,0.00001427792,0.003492834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01223542,"threshold_uncertainty_score":0.6053243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02895226375910808,"score_gpt":0.3418755281828676,"score_spread":0.3129232644237596,"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."}}