{"id":"W4367301581","doi":"10.1016/j.jtos.2023.04.014","title":"TFOS Lifestyle Report Introduction: A Lifestyle Epidemic - Ocular Surface Disease","year":2023,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"National Health and Medical Research Council; Seqirus; Santen; Allergan; Fundação de Amparo à Pesquisa do Estado de São Paulo; CooperVision","keywords":"Medicine; Disease; Epidemic disease; Internal medicine; Virology","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":[0.0004925115,0.00020657,0.0001725926,0.001235943,0.0005660218,0.001405696,0.0002483617,0.0009364992,0.0143393],"category_scores_gemma":[0.002296238,0.0001062935,0.0004184122,0.002476147,0.0001908212,0.0008037163,0.0007984962,0.001277044,0.001049985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014456,"about_ca_system_score_gemma":0.002083875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05718329,"about_ca_topic_score_gemma":0.07102185,"domain_scores_codex":[0.9995459,0.00004888355,0.00005770292,0.00005691091,0.0001742811,0.0001163368],"domain_scores_gemma":[0.9984307,0.0001414475,0.0004992167,0.00004457369,0.0004472969,0.0004368812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001639074,0.0001766226,0.766091,0.0006779662,0.0001009105,0.000418184,0.0008083222,0.0000878036,0.0007982141,0.001729196,0.163498,0.06544997],"study_design_scores_gemma":[0.00001706827,0.00008703059,0.910962,0.000423675,0.00005924181,0.0003255689,0.002274754,0.0001209869,0.0001674097,0.0003227389,0.08522508,0.00001442513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.5568259,0.01311685,0.001255882,0.1694614,0.01078608,0.0003170119,0.1279628,0.000428179,0.1198457],"genre_scores_gemma":[0.8649024,0.01346282,0.001344886,0.02758515,0.008692398,0.0003229708,0.04222715,0.0001018874,0.04136031],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05718329,"threshold_uncertainty_score":0.1137009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156259738151785,"score_gpt":0.2738633083478906,"score_spread":0.2582373345327121,"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."}}