{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003177673,0.000403215,0.004316377,0.0005329872,0.00004260661,0.00001336839,0.0003675209,0.0002220888,0.0003497853],"category_scores_gemma":[0.000205972,0.0002878229,0.00133089,0.000587438,0.0002582161,0.00004797871,0.00008101492,0.001062064,0.00006775456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001510806,"about_ca_system_score_gemma":0.001742411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003737715,"about_ca_topic_score_gemma":2.328319e-7,"domain_scores_codex":[0.9976396,0.0003190881,0.001146598,0.0002613633,0.000259482,0.0003738958],"domain_scores_gemma":[0.9970725,0.0004256541,0.001556459,0.0004724114,0.0002297106,0.0002432712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009549338,0.0001599713,0.001120281,0.003097442,0.001164398,0.01734222,0.00003012719,1.988822e-7,0.000001212312,0.00005246417,0.0002277638,0.9767084],"study_design_scores_gemma":[0.0004807399,0.002624813,0.0002150976,0.01223974,0.003223744,0.0930936,0.00009818022,1.063352e-7,0.000001377537,0.00001627893,0.8877682,0.0002380872],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001756925,0.9851852,0.0000297332,0.000166866,0.000630175,0.0002981204,0.00000831703,0.000008793706,0.01191588],"genre_scores_gemma":[0.002218664,0.9938076,0.0005115141,0.0001341745,0.0003615074,0.000008761876,0.00001336324,0.00004453417,0.002899839],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9764704,"threshold_uncertainty_score":0.9999574,"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."}}