{"id":"W2164344921","doi":"10.1167/iovs.13-13215","title":"The TFOS International Workshop on Contact Lens Discomfort: Report of the Contact Lens Materials, Design, and Care Subcommittee","year":2013,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":231,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Waterloo","funders":"","keywords":"Contact lens; Lens (geology); Medicine; Optometry; Engineering; Ophthalmology","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":[0.0007388302,0.0002351513,0.0003486885,0.00007681765,0.0005107446,0.00009901114,0.0005121352,0.0001107781,0.0001073674],"category_scores_gemma":[0.0008615354,0.0001283908,0.00008255331,0.0003063871,0.002484571,0.0003817812,0.0002699882,0.0003064811,0.00001742018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001288491,"about_ca_system_score_gemma":0.0004600429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003215168,"about_ca_topic_score_gemma":0.00001290015,"domain_scores_codex":[0.997844,0.0002434682,0.0004389963,0.0004841714,0.0005750282,0.0004143699],"domain_scores_gemma":[0.9982381,0.0004376686,0.0003470039,0.0005117537,0.0003194368,0.0001459812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00009431114,0.00007057552,0.1782681,0.00001392178,0.00007351577,0.0002172297,0.00144043,0.000004638761,0.8181682,0.001285155,0.00008666618,0.0002772981],"study_design_scores_gemma":[0.0004672599,0.0006376778,0.5588621,0.0002023429,0.00004200434,0.0004906488,0.002024711,0.0000546709,0.4361847,0.000625303,0.0002578655,0.0001507361],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921292,0.0001408552,0.000007566642,0.004051356,0.0007155661,0.00093908,0.000009163718,0.00001788316,0.00198934],"genre_scores_gemma":[0.9986855,0.00002445099,0.0001919403,0.0004979608,0.00006643558,0.00006513283,0.000007183464,0.00001577164,0.0004455567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3819835,"threshold_uncertainty_score":0.9154506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04532541089541398,"score_gpt":0.3269311225936444,"score_spread":0.2816057116982304,"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."}}