{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008985821,0.0007171035,0.001173791,0.002882599,0.0002523457,0.001182736,0.0005495161,0.001063892,0.002279517],"category_scores_gemma":[0.001616814,0.0002378601,0.0007834507,0.001975198,0.0004472717,0.001356216,0.0006255815,0.001466449,0.0009080574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005881736,"about_ca_system_score_gemma":0.001402282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00118836,"about_ca_topic_score_gemma":0.001652982,"domain_scores_codex":[0.9996501,0.00007068125,0.0000650345,0.00005971186,0.000127488,0.00002691106],"domain_scores_gemma":[0.9991261,0.0005552939,0.00008683388,0.00001829269,0.0001826291,0.00003092693],"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":[0.00009397311,0.00005584878,0.0005719455,0.03718062,0.000214086,0.0003841333,0.0001175187,0.0002806456,0.002555797,0.003928904,0.02248807,0.9321284],"study_design_scores_gemma":[0.00001763137,0.0001682209,0.002072181,0.01021087,0.0003926707,0.003104886,0.0001423898,0.0001910473,0.001250329,0.002694344,0.9797186,0.00003680579],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000131749,0.9987721,0.0001309044,0.0002862169,0.000172976,0.000003502745,0.00001864887,0.000005836882,0.0004780994],"genre_scores_gemma":[0.0009755872,0.9980096,0.0002375761,0.000267361,0.0001951804,0.000005108573,0.0000361282,0.000001384401,0.0002720639],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002882599,"threshold_uncertainty_score":0.007625759,"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."}}