{"id":"W2195943384","doi":"10.1136/eb-2015-102228","title":"Meta-analysis of diagnostic accuracy studies in mental health","year":2015,"lang":"en","type":"article","venue":"Evidence-Based Mental Health","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Medical Research Council; University of Bristol; National Institute for Health and Care Research","keywords":"Bivariate analysis; Sensitivity (control systems); Meta-analysis; Terminology; Receiver operating characteristic; Test (biology); Diagnostic accuracy; Systematic review; Econometrics; Statistics; Computer science; Medicine; Data mining; Mathematics; MEDLINE; Pathology; Internal medicine; Biology; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.1386939,0.0037043,0.013665,0.01936247,0.001000828,0.005690168,0.003389922,0.002945045,0.003468005],"category_scores_gemma":[0.3743708,0.001872482,0.03754321,0.01468902,0.001377851,0.003164754,0.003667183,0.003152089,0.0003422044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005497741,"about_ca_system_score_gemma":0.006146207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004864487,"about_ca_topic_score_gemma":0.007461444,"domain_scores_codex":[0.7585955,0.1852442,0.03837311,0.005673928,0.01137382,0.0007394105],"domain_scores_gemma":[0.67148,0.2891725,0.02072299,0.01056717,0.007642229,0.0004152462],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0009950734,0.00003239874,0.004531132,0.3705793,0.5535601,0.0001931098,0.0002604875,0.003220932,0.0003304126,0.004916406,0.002877054,0.05850355],"study_design_scores_gemma":[0.001516303,0.0003807309,0.005637525,0.1508685,0.7950277,0.0003165122,0.0001718411,0.003809616,0.001118572,0.02220365,0.01880881,0.0001403206],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00248428,0.9418153,0.0446132,0.002265092,0.001313805,0.003863134,0.002198683,0.0002316884,0.001214847],"genre_scores_gemma":[0.1652075,0.5853324,0.2023472,0.003893194,0.001695499,0.03758269,0.002730662,0.0002677441,0.0009431162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.986335,"threshold_uncertainty_score":0.7334924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4308703598970848,"score_gpt":0.4818906993898245,"score_spread":0.05102033949273971,"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."}}