{"id":"W4390673145","doi":"10.3390/biom14010080","title":"Advances in Sjögren’s Syndrome Dry Eye Diagnostics: Biomarkers and Biomolecules beyond Clinical Symptoms","year":2024,"lang":"en","type":"review","venue":"Biomolecules","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Sherbrooke","funders":"","keywords":"Medicine; Modalities; Dry eyes; Diagnostic test; Signs and symptoms; Presentation (obstetrics); Medical diagnosis; Intensive care medicine; Dermatology; Pathology; Internal medicine; Surgery; Ophthalmology; Pediatrics","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":[0.0005193292,0.0009157665,0.002846724,0.0008269812,0.00005955832,0.0001234708,0.0003013064,0.0008647371,0.00003725368],"category_scores_gemma":[0.0003559004,0.0006916199,0.0009595203,0.0008338373,0.0005759748,0.0001320889,0.0003004061,0.0007164684,0.000440004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443507,"about_ca_system_score_gemma":0.0004595899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000497057,"about_ca_topic_score_gemma":0.00008507299,"domain_scores_codex":[0.9958339,0.0003223861,0.001453268,0.00129331,0.0004379809,0.0006591007],"domain_scores_gemma":[0.9980516,0.0004334987,0.0003046046,0.0007526703,0.00006086365,0.0003967405],"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":[0.00002806331,0.0002227843,0.004933012,0.01988487,0.0008323373,0.006726584,0.00002652864,1.043694e-8,0.000005409734,0.0004318194,0.0001486892,0.9667599],"study_design_scores_gemma":[0.0007400551,0.0005789304,0.000991884,0.03818015,0.00417032,0.0001677204,0.00006556438,0.000007298402,0.000007202502,0.0001568585,0.95409,0.0008440386],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001920121,0.9943643,0.00003934272,0.0002190372,0.0009184515,0.001231615,0.000195341,0.0001615783,0.0009502036],"genre_scores_gemma":[0.0006204955,0.9977207,0.0004282261,0.0001837662,0.0001733735,0.000139572,0.0003182064,0.0001765027,0.0002392209],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9659159,"threshold_uncertainty_score":0.9995535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220826779631897,"score_gpt":0.3744457769848151,"score_spread":0.3522375091884961,"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."}}