{"id":"W4411040627","doi":"10.1016/j.ajo.2025.05.040","title":"TFOS DEWS III: Digest","year":2025,"lang":"en","type":"review","venue":"American Journal of Ophthalmology","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"AbbVie; Tear Film and Ocular Surface Society","keywords":"Medicine; Ophthalmology; Optometry","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":[0.00639721,0.001329642,0.001588181,0.007765744,0.001158775,0.006614794,0.001688977,0.002205825,0.2698653],"category_scores_gemma":[0.03321151,0.0007687327,0.001598711,0.005245476,0.0009048661,0.004074129,0.003913896,0.002444612,0.1719569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00388762,"about_ca_system_score_gemma":0.006427588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003747626,"about_ca_topic_score_gemma":0.003608273,"domain_scores_codex":[0.9958274,0.0006231564,0.0007496406,0.000307887,0.002011328,0.0004805543],"domain_scores_gemma":[0.9727536,0.003683801,0.003581358,0.001514866,0.01512887,0.003337465],"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":[0.00005888254,0.00001728529,0.0002368318,0.000820069,0.000007132057,0.00003395429,0.00002002812,0.00005593035,0.0001667627,0.000758092,0.945218,0.05260699],"study_design_scores_gemma":[0.00001034582,0.00001976648,0.0006097787,0.001489998,0.000004938769,0.0001163734,0.00002715215,0.00002261583,0.00007801318,0.0005360702,0.9970773,0.000007654846],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.002413382,0.07522689,0.01272022,0.09069242,0.2865005,0.005425121,0.07962082,0.004824245,0.4425765],"genre_scores_gemma":[0.00897037,0.124963,0.008125769,0.04933777,0.1628303,0.00575815,0.08757793,0.003909469,0.5485272],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2698653,"threshold_uncertainty_score":0.9027894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03341005102678658,"score_gpt":0.3672676248871201,"score_spread":0.3338575738603335,"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."}}