{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01187846,0.001652886,0.002623308,0.007445074,0.0006450502,0.003100711,0.001876038,0.002525919,0.03012641],"category_scores_gemma":[0.01986214,0.0007342639,0.003694127,0.009820174,0.000467443,0.002416297,0.003128218,0.002468167,0.006308578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003581362,"about_ca_system_score_gemma":0.01771168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01116151,"about_ca_topic_score_gemma":0.01174719,"domain_scores_codex":[0.995628,0.001223539,0.001149226,0.0002048991,0.001519807,0.0002744838],"domain_scores_gemma":[0.9856707,0.005153978,0.003662024,0.0001965914,0.004630123,0.0006864936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002333831,0.0000392241,0.0006556605,0.1550932,0.0004731952,0.00008396545,0.0001910588,0.0001772457,0.0001812255,0.002069099,0.6510141,0.1897887],"study_design_scores_gemma":[0.0001277607,0.0001180557,0.004195318,0.1805279,0.0008814221,0.0001441206,0.0002876486,0.00005463224,0.0001264842,0.0009919362,0.8125136,0.00003101485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007163081,0.8700091,0.0009299963,0.05221944,0.02751333,0.002729872,0.02978248,0.0002112629,0.01588819],"genre_scores_gemma":[0.004249923,0.9467008,0.002203917,0.01375691,0.00513034,0.003051937,0.01777771,0.00005709768,0.00707136],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03012641,"threshold_uncertainty_score":0.1007829,"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."}}