{"id":"W4386376955","doi":"10.1016/j.jtos.2023.08.009","title":"TFOS Lifestyle Report Executive Summary: A Lifestyle Epidemic - Ocular Surface Disease","year":2023,"lang":"en","type":"review","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Allergan; Seqirus; Santen; CooperVision","keywords":"Medicine; Narrative review; Disease; Pathology; Intensive care medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004016604,0.001978986,0.00539632,0.0002252115,0.0005893765,0.0001851343,0.001381347,0.00103745,0.0001572262],"category_scores_gemma":[0.002008424,0.001396733,0.00355266,0.001941748,0.0004306997,0.000265379,0.0008977678,0.002586948,0.004428858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000606992,"about_ca_system_score_gemma":0.002847011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005385212,"about_ca_topic_score_gemma":0.00003734466,"domain_scores_codex":[0.989774,0.001819378,0.002412273,0.002238908,0.001912174,0.001843255],"domain_scores_gemma":[0.9899737,0.001332475,0.001472267,0.005444186,0.0004187399,0.001358596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001931585,0.004463975,0.03265715,0.2173756,0.05207017,0.2986722,0.002545708,0.003087071,0.0002858911,0.003802565,0.2399382,0.1431699],"study_design_scores_gemma":[0.0007329126,0.0001282603,0.0001373443,0.02110343,0.009902752,0.0005353083,0.0001392785,0.0001894596,0.00001564206,0.0001151002,0.9655792,0.001421331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002955248,0.9856778,0.0001310174,0.001559361,0.001100586,0.005407974,0.0003398275,0.0009663138,0.001861876],"genre_scores_gemma":[0.0001253063,0.9316263,0.000365053,0.0006012095,0.0006074823,0.000148455,0.001418212,0.0007277078,0.06438024],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.725641,"threshold_uncertainty_score":0.9997141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04874540138853838,"score_gpt":0.3410982277879644,"score_spread":0.292352826399426,"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."}}