{"id":"W3123380744","doi":"10.1186/s13643-021-01670-0","title":"The REPRISE project: protocol for an evaluation of REProducibility and Replicability In Syntheses of Evidence","year":2021,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":56,"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; University of Bristol; Department of Health and Social Care; National Institute for Health and Care Research; Australian Government; NIHR Bristol Biomedical Research Centre; University Hospitals Bristol NHS Foundation Trust; Medical Research Council; University of Ottawa","keywords":"Medicine; Reprise; Protocol (science); Reproducibility; Alternative medicine; Chromatography; Pathology; Humanities","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3700041,0.007531058,0.01095824,0.01257671,0.006425341,0.01210799,0.005666649,0.009757929,0.1498274],"category_scores_gemma":[0.5512846,0.008722802,0.01144165,0.01600307,0.01130892,0.0102584,0.008700096,0.01600729,0.04146525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01599451,"about_ca_system_score_gemma":0.05725175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003035146,"about_ca_topic_score_gemma":0.004000806,"domain_scores_codex":[0.6102526,0.2720305,0.07688319,0.01484831,0.01972427,0.006261134],"domain_scores_gemma":[0.3374055,0.3232043,0.05676953,0.109803,0.1647399,0.008077743],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.07561755,0.003906237,0.002748828,0.211976,0.00405609,0.000934752,0.02935838,0.005208993,0.005580156,0.04202211,0.4002208,0.2183702],"study_design_scores_gemma":[0.136308,0.005320033,0.01140933,0.1221319,0.002038929,0.0004848343,0.007198533,0.01484122,0.01083409,0.06512757,0.6223322,0.001973438],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001218339,0.000246505,0.01689487,0.000711143,0.0009767109,0.9708998,0.005797045,0.001349651,0.001905998],"genre_scores_gemma":[0.0005930861,0.00004638012,0.01259735,0.0000703076,0.00002540209,0.986061,0.000263486,0.00008572356,0.0002572655],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.6299959,"threshold_uncertainty_score":0.7768972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9583859184630199,"score_gpt":0.673745813494884,"score_spread":0.2846401049681359,"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."}}