{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6843887,0.0005143258,0.01262831,0.0008809131,0.0001967375,0.0005018999,0.002103893,0.000137988,0.0008823631],"category_scores_gemma":[0.9085798,0.0002372255,0.002128727,0.00426892,0.0001619654,0.0003747474,0.0001765925,0.0001706131,0.001886807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000056383,"about_ca_system_score_gemma":0.0000648264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002028278,"about_ca_topic_score_gemma":0.00000628518,"domain_scores_codex":[0.7099862,0.2540049,0.02518727,0.00326382,0.006998565,0.0005592814],"domain_scores_gemma":[0.3991862,0.5422583,0.02731122,0.02491561,0.005808731,0.0005199181],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003219383,0.0001045334,0.001436692,0.9508623,0.0006687018,0.000004826129,0.004555908,0.00001722809,0.002101727,0.00463783,0.01435266,0.02122542],"study_design_scores_gemma":[0.0001688492,0.0002423412,0.01978674,0.9442936,0.004824083,0.00006111003,0.01414047,0.009806912,0.001829547,0.002653712,0.001166809,0.001025791],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02371331,0.8334829,0.116637,0.001856865,0.0008567309,0.0208302,0.00004444182,0.00008841231,0.002490073],"genre_scores_gemma":[0.555504,0.3127339,0.1053381,0.0004565054,0.0002506221,0.007984201,0.000009708831,0.0001372201,0.01758585],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5317907,"threshold_uncertainty_score":0.9988903,"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."}}