{"id":"W2617597628","doi":"10.1371/journal.pone.0178261","title":"Research data management in academic institutions: A scoping review","year":2017,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Research Data Management Practices","field":"Computer Science","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Carleton University; University of Toronto","funders":"","keywords":"Data management; Data quality; Data collection; Data sharing; Data curation; Data science; Stakeholder; Psychological intervention; Data element; Research design; Knowledge management; Metadata; Computer science; Medicine; Political science; Engineering; Public relations; World Wide Web; Database; Sociology; Operations management; Social science; Metric (unit); Alternative medicine","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":[],"category_scores_codex":[0.1279137,0.002000964,0.004928323,0.05427335,0.005121459,0.01591566,0.004310885,0.007986397,0.003695706],"category_scores_gemma":[0.2614123,0.002317644,0.004496685,0.06385787,0.005542114,0.0173807,0.007305883,0.004961595,0.001820803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01182439,"about_ca_system_score_gemma":0.06576139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00515169,"about_ca_topic_score_gemma":0.009529931,"domain_scores_codex":[0.8935478,0.04726195,0.03837025,0.003066714,0.01608754,0.001665759],"domain_scores_gemma":[0.6565098,0.2439724,0.03382044,0.008994379,0.05312802,0.003574983],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001416312,0.0001697408,0.002503546,0.4321189,0.0007142744,0.0006707409,0.007875955,0.0008108113,0.0007711689,0.01080202,0.01711841,0.5263028],"study_design_scores_gemma":[0.00002509419,0.0001056808,0.001283849,0.883203,0.0009192259,0.0004691529,0.004473615,0.0002972837,0.0003414508,0.002923048,0.1059125,0.00004604704],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001680974,0.9797356,0.004562887,0.00633127,0.001083585,0.002476265,0.0003195224,0.00005588634,0.003753984],"genre_scores_gemma":[0.01049911,0.9711959,0.01208827,0.001531478,0.0005093351,0.00331967,0.0004414921,0.00003685294,0.000378032],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8720863,"threshold_uncertainty_score":0.6764805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9400748228732019,"score_gpt":0.6471055609402162,"score_spread":0.2929692619329857,"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."}}