{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000293928,0.0002720488,0.0003746915,0.0004637256,0.0001865019,0.000346403,0.0001112526,0.0001650411,0.003439652],"category_scores_gemma":[0.00332119,0.00006118883,0.0003756607,0.0003254504,0.0001679303,0.0003044585,0.0002525525,0.0002952509,0.0002199676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346762,"about_ca_system_score_gemma":0.000124215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005133369,"about_ca_topic_score_gemma":0.0006307849,"domain_scores_codex":[0.9996544,0.00006989915,0.00006234652,0.00004330065,0.0001152961,0.00005470256],"domain_scores_gemma":[0.9966713,0.00124836,0.001311837,0.0001126226,0.0003109601,0.0003450056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001292999,0.00008678884,0.9731077,0.000179947,0.0001357338,0.0008360466,0.0001351948,0.00006918868,0.005741816,0.00001969571,0.0002009651,0.01819407],"study_design_scores_gemma":[0.000009327532,0.0005288473,0.9973376,0.00000917879,0.00006173852,0.001425123,0.00004322395,0.00005759988,0.0003892062,0.000009035623,0.0001256823,0.000003343956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978846,0.001106939,0.00006133229,0.00002392475,0.000009538016,0.000006309458,0.0001291824,0.000008917224,0.0007692467],"genre_scores_gemma":[0.9995891,0.0001411092,0.00003861971,0.00001038701,0.00001177372,0.000002037985,0.0000986121,0.000001526945,0.0001068027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003439652,"threshold_uncertainty_score":0.0115068,"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."}}