{"id":"W2030693165","doi":"10.1371/journal.pone.0007753","title":"Quality and Reporting of Diagnostic Accuracy Studies in TB, HIV and Malaria: Evaluation Using QUADAS and STARD Standards","year":2009,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; McGill University","funders":"Canadian Institutes of Health Research; European Commission; UNICEF; United States Agency for International Development","keywords":"Diagnostic accuracy; Medicine; Medical physics; Blinding; Medical diagnosis; Diagnostic test; MEDLINE; Test (biology); External quality assessment; Quality assessment; Pathology; Pediatrics; Radiology; Clinical trial","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1867955,0.0001464466,0.002837905,0.000194405,0.00008535407,0.0001933113,0.0001256696,0.00004302311,0.0001074184],"category_scores_gemma":[0.5394762,0.00008258613,0.0001105286,0.0004282111,0.00008010505,0.0002790824,0.00007927087,0.00008191111,0.000001644747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004660598,"about_ca_system_score_gemma":0.0000704403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002339739,"about_ca_topic_score_gemma":0.00006626246,"domain_scores_codex":[0.9782467,0.005346229,0.01033813,0.000663707,0.005244616,0.0001606009],"domain_scores_gemma":[0.9651054,0.01701274,0.01338603,0.001300436,0.0030872,0.0001082261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002254262,0.0002622677,0.9659448,0.0005384579,0.0004753392,0.000009743312,0.004302567,0.00005006119,0.003335783,0.0004440138,0.0002259835,0.02438846],"study_design_scores_gemma":[0.0006328201,0.0001039154,0.948926,0.0009333744,0.001184474,0.000008785264,0.005327362,0.02160281,0.0004249622,0.02059941,0.00004575667,0.0002103012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868482,0.01121269,0.0003998548,0.0006821481,0.00001539595,0.0006640399,0.00001435346,0.000001945162,0.0001614264],"genre_scores_gemma":[0.9929246,0.000488734,0.006464765,0.00004647866,0.00001902939,0.000008634504,0.000001328319,0.000003179287,0.00004328771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3526807,"threshold_uncertainty_score":0.8373652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9423199472237181,"score_gpt":0.6391193998755207,"score_spread":0.3032005473481975,"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."}}