{"id":"W4409166893","doi":"10.1038/s41433-025-03783-5","title":"Dry eye disease treatment following refractive surgery among young patients: a population-based study","year":2025,"lang":"en","type":"article","venue":"Eye","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Refractive surgery; Eye disease; Ophthalmology; Optometry; Population; Disease; Surgery; Cornea; Internal medicine; Environmental health","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":[0.0001184087,0.0001705725,0.0003262317,0.0001567477,0.0001418426,0.00002486377,0.00003629722,0.00004279772,0.0000383738],"category_scores_gemma":[0.0002685054,0.0001428188,0.000279551,0.0002300575,0.000007900261,0.0001118165,0.00001590734,0.00008167342,0.00002020923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004372873,"about_ca_system_score_gemma":0.0002452953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001571528,"about_ca_topic_score_gemma":0.0003605887,"domain_scores_codex":[0.9988902,0.00009474112,0.0002419572,0.0002970368,0.0002546648,0.0002213745],"domain_scores_gemma":[0.9991895,0.0001358754,0.00006736455,0.0003791911,0.00005932684,0.0001687727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002130861,0.001440188,0.9961696,0.00002090587,0.0002914497,0.0001540349,0.000221764,0.00001448785,0.000007055546,0.000003977387,0.00001564492,0.001447781],"study_design_scores_gemma":[0.002057952,0.0001583473,0.9960672,0.0001497651,0.000550999,1.46224e-9,0.000446474,0.0001074867,0.00003492592,0.00001210689,0.0003043262,0.0001103806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975857,0.0001756043,0.0000536483,0.0002886087,0.0004301387,0.0008889019,0.00001040857,0.00008311368,0.0004838711],"genre_scores_gemma":[0.9966949,0.000003091646,0.00002756627,0.0002761547,0.00004143623,0.0001004038,0.0001885145,0.00001855973,0.002649427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002165556,"threshold_uncertainty_score":0.5823982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009236220503167355,"score_gpt":0.283096661868425,"score_spread":0.2738604413652576,"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."}}