{"id":"W2901217469","doi":"10.1097/opx.0000000000001303","title":"Impact of Dry Eye on Prolonged Reading","year":2018,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"Allergan","keywords":"Reading (process); Medicine; Ophthalmology; Audiology; Test (biology); Optometry","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":[0.0005586948,0.00006468435,0.0001354678,0.0002672344,0.0001261066,0.00002359172,0.00008375038,0.0000334677,0.00006699193],"category_scores_gemma":[0.0002085813,0.00004198587,0.00004284612,0.0009622321,0.0003667212,0.0001706354,0.00004572095,0.00007430968,0.00003388068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002486394,"about_ca_system_score_gemma":0.0000716029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009511819,"about_ca_topic_score_gemma":1.322157e-7,"domain_scores_codex":[0.9991745,0.00001150314,0.0001027217,0.0002151167,0.0003295377,0.0001665592],"domain_scores_gemma":[0.9994259,0.00003188103,0.00004553706,0.0002320557,0.0001395321,0.0001251066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001260583,0.00005342476,0.8065314,0.00001073623,0.000005464452,0.000002323834,0.0001272319,1.992321e-7,0.1801822,0.00004342957,0.000005848871,0.01291163],"study_design_scores_gemma":[0.000339438,0.002164133,0.9460809,0.0001228612,0.000008213087,8.32961e-7,0.00004101834,0.0004169973,0.05066453,0.000009904247,0.0001034114,0.00004780795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994673,0.00003839532,0.0001026762,0.00007746863,0.00006979713,0.00008887433,0.00000131621,0.00001255681,0.00493596],"genre_scores_gemma":[0.9991187,0.00001556752,0.0005050236,0.00008564899,0.00004182066,5.785335e-7,3.806483e-7,0.000003444546,0.0002287991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1395494,"threshold_uncertainty_score":0.1712134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.015991901196406,"score_gpt":0.4485908348878931,"score_spread":0.4325989336914871,"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."}}