{"id":"W2100303378","doi":"10.1016/s0886-3350(01)00958-0","title":"Diffuse lamellar keratitis: Incidence, associations, outcomes, and a new classification system","year":2001,"lang":"en","type":"article","venue":"Journal of Cataract & Refractive Surgery","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; LASIK; Incidence (geometry); Ophthalmology; Visual acuity; Odds ratio; Refractive error; Keratomileusis; Single Center; Surgery; Internal medicine","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":[0.0009932063,0.0001776109,0.0007397067,0.000358603,0.0001216657,0.00006295094,0.00005620181,0.0001357915,0.00004846387],"category_scores_gemma":[0.001702402,0.0001424977,0.0002905584,0.000336688,0.00003991654,0.0007031228,0.00001766614,0.0004104458,0.00002198584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003048908,"about_ca_system_score_gemma":0.0006896417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002527776,"about_ca_topic_score_gemma":0.00003336872,"domain_scores_codex":[0.9981111,0.0001507392,0.0008206061,0.0001734561,0.000516332,0.0002277286],"domain_scores_gemma":[0.9964963,0.0014653,0.001104323,0.0001972442,0.0004023927,0.0003344472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004676999,0.0003012682,0.9659992,0.00003859751,0.0002226364,0.0003500995,0.0001656382,0.000001461169,0.0005691208,0.0001197858,0.009183628,0.0225809],"study_design_scores_gemma":[0.0007532484,0.00007853995,0.9716675,0.0002528879,0.0001993033,0.0008761568,0.0007978465,0.00003335528,0.0001041786,0.00006666687,0.02502842,0.000141895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923169,0.001595737,0.0003643958,0.003637063,0.0004661546,0.0001468734,0.000009512061,0.0000279929,0.001435369],"genre_scores_gemma":[0.99603,0.002239631,0.0001093835,0.0006398208,0.0003344489,0.00000300919,0.00003096917,0.00001924182,0.0005934665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.022439,"threshold_uncertainty_score":0.5810886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04201840299529465,"score_gpt":0.2948955821050205,"score_spread":0.2528771791097258,"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."}}