{"id":"W4408514388","doi":"10.1016/j.jclinepi.2025.111759","title":"Methods resources for authors new to conducting systematic reviews with network meta-analysis: a scoping review","year":2025,"lang":"en","type":"review","venue":"Journal of Clinical Epidemiology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Medicine and Health, University of Sydney; Universitetet i Oslo; Universiteit Stellenbosch; Universidad de Antioquia; University of Ioannina; University of Toronto; Government of the United Kingdom","keywords":"Meta-analysis; Systematic review; Medicine; Data science; MEDLINE; Computer science; Management science; Engineering; Political science; Pathology","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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3109435,0.00701077,0.01272663,0.09819859,0.004905503,0.01856016,0.01076514,0.009643325,0.2565376],"category_scores_gemma":[0.6782032,0.009751522,0.01363897,0.07212867,0.005561857,0.01777296,0.01954352,0.008580815,0.07566211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01235623,"about_ca_system_score_gemma":0.1311571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006780449,"about_ca_topic_score_gemma":0.01231179,"domain_scores_codex":[0.6324136,0.1404241,0.1858778,0.01433599,0.02426807,0.002680417],"domain_scores_gemma":[0.2143936,0.4642944,0.09655889,0.06364011,0.1542597,0.006853369],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001095619,0.0001626889,0.001258968,0.4069909,0.001731934,0.000598955,0.004064398,0.001476381,0.000988488,0.01848161,0.3570193,0.2061308],"study_design_scores_gemma":[0.003676451,0.0002514504,0.002185011,0.3096156,0.003408268,0.0005849478,0.002235807,0.003377065,0.001920815,0.04472349,0.627273,0.0007481714],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"review","genre_scores_codex":[0.002135149,0.0206025,0.3051457,0.02799993,0.009234369,0.3809446,0.1926699,0.0199508,0.0413172],"genre_scores_gemma":[0.003276616,0.005837624,0.4512325,0.002973036,0.0008646612,0.5167747,0.01242522,0.002006563,0.004608992],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6890565,"threshold_uncertainty_score":0.8582037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9882160922035522,"score_gpt":0.7936850226481404,"score_spread":0.1945310695554118,"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."}}