{"id":"W4294123678","doi":"10.1002/mpr.1939","title":"Transparency and completeness of reporting of depression screening tool accuracy studies: A meta‐research review of adherence to the Standards for Reporting of Diagnostic Accuracy Studies statement","year":2022,"lang":"en","type":"review","venue":"International Journal of Methods in Psychiatric Research","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Concordia University; Centre Hospitalier Universitaire Sainte-Justine; McGill University; Jewish General Hospital","funders":"Canadian Institutes of Health Research","keywords":"Generalizability theory; Medicine; Protocol (science); Diagnostic accuracy; MEDLINE; Meta-analysis; Depression (economics); Consolidated Standards of Reporting Trials; Medical physics; Psychology; Alternative medicine; Pathology; Internal medicine","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":[0.1569799,0.0003426741,0.004488164,0.001763552,0.0002312495,0.00002269042,0.001684718,0.0001086481,0.0002276901],"category_scores_gemma":[0.1972457,0.0002060231,0.0009374653,0.001987269,0.0003064761,0.0001635979,0.0007687833,0.001326744,1.550372e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004225342,"about_ca_system_score_gemma":0.00107052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003418746,"about_ca_topic_score_gemma":0.00002607809,"domain_scores_codex":[0.9609566,0.01078159,0.02218055,0.0007266589,0.004705417,0.0006491907],"domain_scores_gemma":[0.8398595,0.1069761,0.04212328,0.0008631383,0.01003384,0.0001441599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004970711,0.0003686976,0.001524602,0.09833345,0.004856489,0.00005288674,0.001870181,0.000009583601,0.000004208721,0.0001975389,0.001029813,0.8912555],"study_design_scores_gemma":[0.005135538,0.008631845,0.002390398,0.5618331,0.007861423,0.0005518714,0.03023281,0.00002844137,0.0002613676,0.005662951,0.3765585,0.0008516979],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001738939,0.9887139,0.003543874,0.0003804978,0.001335572,0.003896816,0.0003042147,0.000002384799,0.00008382865],"genre_scores_gemma":[0.001913293,0.9496986,0.04706518,0.00001676616,0.0001663865,0.001068263,0.0000145623,0.00003402345,0.00002286717],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8904038,"threshold_uncertainty_score":0.8680666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8591847156848516,"score_gpt":0.7574161487665184,"score_spread":0.1017685669183331,"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."}}