{"id":"W3213980078","doi":"10.7191/jeslib.2021.1220","title":"Data Management for Systematic Reviews: Guidance is Needed","year":2021,"lang":"en","type":"article","venue":"Journal of eScience Librarianship","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Systematic review; Transparency (behavior); Best practice; Data management plan; Computer science; Data management; Data sharing; Protocol (science); Plan (archaeology); Process (computing); Process management; Knowledge management; Data extraction; Data science; Management science; Engineering; MEDLINE; Data mining; Medicine; Political science","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","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2116662,0.0002923084,0.00453332,0.0004560014,0.0002210331,0.002855951,0.008911039,0.00006870506,0.002606384],"category_scores_gemma":[0.1053304,0.0001340118,0.001849118,0.003246432,0.00008296117,0.002883778,0.0005548854,0.0001793547,0.0006492439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003103242,"about_ca_system_score_gemma":0.0002651679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.523338e-7,"about_ca_topic_score_gemma":0.000001707574,"domain_scores_codex":[0.968658,0.008000229,0.01584892,0.001035403,0.006082782,0.0003747153],"domain_scores_gemma":[0.9643376,0.007565776,0.01668191,0.00904891,0.001979685,0.0003860812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001053539,0.00009215848,0.00111013,0.007685716,0.000249133,0.00006954931,0.0005200137,0.00002296112,0.0001610603,0.01848965,0.9673205,0.004268614],"study_design_scores_gemma":[0.0007206853,0.0001212189,0.001417176,0.01156292,0.00123504,0.0004721472,0.00846488,0.01277148,0.0003331146,0.03779606,0.9246182,0.000487094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003599579,0.04093168,0.8973243,0.02526982,0.003267728,0.004865405,0.0001490585,0.000009281873,0.02458321],"genre_scores_gemma":[0.06747575,0.001176291,0.7873594,0.01711028,0.001354788,0.0001638868,0.00002068934,0.00006093906,0.1252779],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1099648,"threshold_uncertainty_score":0.9983054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8978865292113629,"score_gpt":0.5569794916163165,"score_spread":0.3409070375950464,"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."}}