{"id":"W2554191990","doi":"10.1016/j.jclinepi.2016.11.002","title":"Bibliographic study showed improving statistical methodology of network meta-analyses published between 1999 and 2015","year":2016,"lang":"en","type":"review","venue":"Journal of Clinical Epidemiology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":149,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Interquartile range; Meta-analysis; MEDLINE; Study heterogeneity; Randomized controlled trial; Statistics; Mathematics; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_broad","research_integrity"],"category_scores_codex":[0.8873098,0.001255942,0.1564226,0.006397675,0.0001250187,0.0002790812,0.005467235,0.001615986,0.007184055],"category_scores_gemma":[0.8978718,0.0004235886,0.03701723,0.006771774,0.001111674,0.0004353425,0.0009570704,0.002833525,0.0001489565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002541816,"about_ca_system_score_gemma":0.0008042249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004833228,"about_ca_topic_score_gemma":0.00002537909,"domain_scores_codex":[0.11936,0.6902114,0.1811514,0.002952782,0.005190486,0.001133941],"domain_scores_gemma":[0.1055126,0.7236478,0.1613034,0.00465117,0.003775174,0.001109908],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003684045,0.0001794758,0.06470481,0.001132347,0.05859277,0.00003581078,0.00001105849,0.000007686901,2.462235e-8,0.0009723517,0.1139174,0.7604094],"study_design_scores_gemma":[0.0005704632,0.001568845,0.01487492,0.0007267655,0.15259,0.0001354473,0.00004856274,0.00004937596,7.255065e-9,0.05213476,0.7768832,0.0004175971],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000608756,0.834318,0.162093,0.0008837099,0.001367944,0.001053655,0.0001201937,0.000003047765,0.00009959363],"genre_scores_gemma":[0.0002831675,0.8923327,0.1049675,0.0002778281,0.001743315,0.00003226168,0.00001120904,0.00004450044,0.0003074993],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7599918,"threshold_uncertainty_score":0.9999137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.987852768179021,"score_gpt":0.7773647472893516,"score_spread":0.2104880208896694,"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."}}