{"id":"W4405887838","doi":"10.1016/j.jtos.2024.12.008","title":"Clinical practice patterns in the management of dry eye disease: A TFOS international survey 2023-24","year":2024,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Tear Film and Ocular Surface Society","keywords":"Clinical Practice; Disease; Medicine; Ophthalmology; Internal medicine; Family 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003559375,0.0001514504,0.0002280839,0.0000386279,0.00003798764,0.00006046356,0.0004078223,0.00005855336,0.0001566915],"category_scores_gemma":[0.0001729294,0.00008821703,0.0002098891,0.0003067203,0.00006588987,0.0001253545,0.0001442521,0.0004356145,0.0002003453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004158226,"about_ca_system_score_gemma":0.00008009193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003313142,"about_ca_topic_score_gemma":0.00007931415,"domain_scores_codex":[0.9977315,0.0006311823,0.0004346303,0.0003052533,0.0006892365,0.0002082008],"domain_scores_gemma":[0.9984608,0.0005830636,0.00007900319,0.0007134741,0.00009461672,0.00006906743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004519633,0.0004868213,0.9876387,0.0003085364,0.001140501,0.00150698,0.0004797662,0.0001568867,0.00005192839,0.001567831,0.0005141158,0.005696047],"study_design_scores_gemma":[0.000592081,0.00006509492,0.9046918,0.0004994593,0.0004111297,0.000001593957,0.001052217,0.001813307,0.00002729626,0.00007108657,0.0906604,0.0001144984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762453,0.005598987,0.0008097612,0.01226818,0.0008993697,0.0006319994,0.00006746445,0.00003567518,0.003443227],"genre_scores_gemma":[0.9928292,0.002180102,0.0004352197,0.001097973,0.00009674329,0.00001277606,0.00007046845,0.00002510756,0.003252435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09014628,"threshold_uncertainty_score":0.3597386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03431557519531232,"score_gpt":0.3694357226274644,"score_spread":0.3351201474321521,"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."}}