{"id":"W4365512480","doi":"10.1016/j.jtos.2023.04.007","title":"TFOS Lifestyle Report: Impact of environmental conditions on the ocular surface","year":2023,"lang":"en","type":"review","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":117,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Seqirus; Santen; CooperVision; Allergan; World Health Organization","keywords":"Environmental health; Environmental science; Medicine; Air pollution; Pollution; Dew point; Meteorology; Geography; Ecology; Biology","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":["insufficient_payload"],"category_scores_codex":[0.001684759,0.0009549592,0.002494362,0.00009853571,0.0003696837,0.00005996325,0.0007619653,0.0005185751,0.0009227465],"category_scores_gemma":[0.0002941267,0.0005008269,0.003009443,0.0006796339,0.0003996394,0.0000801171,0.0002856693,0.001361902,0.002592327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004134953,"about_ca_system_score_gemma":0.0006638864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002247173,"about_ca_topic_score_gemma":0.000008538603,"domain_scores_codex":[0.9951891,0.0008444348,0.001262433,0.0008023861,0.001163457,0.000738191],"domain_scores_gemma":[0.994389,0.0009757237,0.0009940569,0.003316031,0.0000668177,0.0002583736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002222826,0.02093508,0.04734518,0.1337538,0.2527753,0.09330801,0.01161335,0.03810241,0.02353021,0.01419654,0.1269178,0.2352995],"study_design_scores_gemma":[0.0007496106,0.0006304755,0.002113548,0.0107661,0.00695168,0.0007279874,0.0003113403,0.00008250836,0.0002030478,0.00008656084,0.9763828,0.0009943579],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1150307,0.8789594,0.000008369789,0.0005394705,0.0003073335,0.003209169,0.0007844809,0.0001609136,0.001000128],"genre_scores_gemma":[0.01896897,0.9717166,0.00003846623,0.0001517265,0.0001643051,0.00004845604,0.0007414847,0.0002974754,0.007872459],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.849465,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04588419323745058,"score_gpt":0.3461873142145478,"score_spread":0.3003031209770973,"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."}}