{"id":"W4363679158","doi":"10.1002/cesm.12009","title":"Systematic reviewers' perspectives on replication of systematic reviews: A survey","year":2023,"lang":"en","type":"article","venue":"Cochrane Evidence Synthesis and Methods","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"National Institute for Health Research Applied Research Collaboration West; National Health and Medical Research Council; Australian Research Council; Medical Research Council; University of Bristol; National Institute for Health and Care Research; Australian Government; NIHR Bristol Biomedical Research Centre; University Hospitals Bristol NHS Foundation Trust","keywords":"Replication (statistics); Generalizability theory; Checklist; Psychology; Replicate; Systematic review; MEDLINE; Medicine; Biology; Cognitive psychology; Statistics; Virology; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8494782,0.002015572,0.006376585,0.02930714,0.007831587,0.01958927,0.008062746,0.01244954,0.002690068],"category_scores_gemma":[0.9351063,0.004971563,0.007276611,0.02858882,0.01840459,0.03030198,0.01927777,0.01545665,0.0009809129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0225717,"about_ca_system_score_gemma":0.09236599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006978789,"about_ca_topic_score_gemma":0.005783632,"domain_scores_codex":[0.05320592,0.7095309,0.1658321,0.008064669,0.06032416,0.003042175],"domain_scores_gemma":[0.0126913,0.823781,0.05191365,0.01359634,0.09377114,0.004246709],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002027102,0.0001456622,0.04163007,0.1602155,0.005236039,0.001125639,0.4457759,0.00159271,0.002184741,0.02551092,0.05008581,0.2644699],"study_design_scores_gemma":[0.001635318,0.001652259,0.02200995,0.3276383,0.005020235,0.003369531,0.2035055,0.005347852,0.002628336,0.05511759,0.370253,0.001822138],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07368636,0.1982629,0.1188202,0.5659912,0.01379603,0.01019173,0.002328823,0.0009330557,0.0159897],"genre_scores_gemma":[0.5927063,0.1138151,0.1624248,0.101827,0.006739179,0.01951742,0.001228288,0.0006252186,0.001116749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1505218,"threshold_uncertainty_score":0.1856202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.776548508099844,"score_gpt":0.6206053177750073,"score_spread":0.1559431903248367,"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."}}