{"id":"W4417304695","doi":"10.1111/jop.70088","title":"Diagnostic Agreement in Subepidermal Blistering Diseases: Is <scp>ELISA</scp> Test Reliable as Direct Immunofluorescence? A Systematic Review, Meta‐Analysis, and Trial Sequential Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Oral Pathology and Medicine","topic":"Autoimmune Bullous Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gold standard (test); Sequential analysis; Diagnostic test; Pattern recognition (psychology); Test (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002410644,0.0003462236,0.00452065,0.001517319,0.0001114589,0.00002482912,0.0001895354,0.0001367832,0.0001791686],"category_scores_gemma":[0.01512737,0.0002237579,0.0008678639,0.001807136,0.0003710782,0.0001465524,0.0001262771,0.0003913211,0.000002930639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008567804,"about_ca_system_score_gemma":0.0002329211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002447751,"about_ca_topic_score_gemma":0.00003931085,"domain_scores_codex":[0.9962755,0.0005092398,0.001948867,0.0003939536,0.0005072866,0.0003651771],"domain_scores_gemma":[0.9957481,0.002196966,0.0009883704,0.0004873053,0.000303435,0.0002758472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.006149646,0.003217792,0.4480804,0.1462672,0.3490907,0.02972773,0.002397705,0.0001337125,0.002262177,0.00009417831,0.01230669,0.0002720822],"study_design_scores_gemma":[0.01602207,0.00154799,0.1229864,0.01702059,0.8405443,0.0008132174,0.00045663,0.0001250165,0.00009088238,0.0001309659,0.0001387598,0.0001232368],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3608086,0.6323566,0.0002772969,0.004394078,0.000281127,0.001544052,0.0000283679,0.00001965413,0.0002901722],"genre_scores_gemma":[0.9475791,0.04776891,0.0001441702,0.003453408,0.00009468235,0.0000858459,0.00003360442,0.00001425703,0.00082598],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5867705,"threshold_uncertainty_score":0.9931687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02283502307004795,"score_gpt":0.32922313229204,"score_spread":0.3063881092219921,"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."}}