{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002622057,0.0005594736,0.0008071889,0.0001014829,0.0005004862,0.00009563809,0.0004703224,0.0002268143,0.0004360374],"category_scores_gemma":[0.001200232,0.0004294432,0.0006061379,0.001432127,0.0002452778,0.0002741514,0.0003027296,0.0007820772,0.004098969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001630905,"about_ca_system_score_gemma":0.0004586478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002109367,"about_ca_topic_score_gemma":0.00001553527,"domain_scores_codex":[0.9954762,0.0004649801,0.0008233549,0.001071069,0.001135999,0.001028396],"domain_scores_gemma":[0.9955527,0.0002499039,0.0002931268,0.002910265,0.000304842,0.0006892026],"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":[0.001272752,0.0008623293,0.7320483,0.0007984588,0.002207426,0.02333756,0.001462346,0.03914737,0.06511695,0.002568852,0.1297435,0.001434177],"study_design_scores_gemma":[0.002601974,0.0002871193,0.1219692,0.0003133275,0.001527633,0.0008205303,0.0009356886,0.010068,0.008935618,0.0007860154,0.8504623,0.00129263],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391397,0.003828811,0.0004184971,0.05255141,0.001116466,0.001179957,0.00002505459,0.0009260781,0.0008140243],"genre_scores_gemma":[0.9554985,0.001001067,0.0007588889,0.001778033,0.001539442,0.00003428866,0.0003411956,0.000196911,0.0388517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7207187,"threshold_uncertainty_score":0.9998158,"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."}}