{"id":"W3024722698","doi":"10.1038/s41597-020-0486-7","title":"The TRUST Principles for digital repositories","year":2020,"lang":"en","type":"article","venue":"Scientific Data","topic":"Research Data Management Practices","field":"Computer Science","cited_by":390,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ocean Networks Canada Society; University of Victoria","funders":"National Institute of Biomedical Imaging and Bioengineering; National Institute of Diabetes and Digestive and Kidney Diseases; Economic and Social Research Council","keywords":"World Wide Web; Computer science; Metadata; Scholarly communication; Data science; Internet privacy; Knowledge management; Publishing; 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":[{"model":"gemma","categories":["metaresearch","open_science"],"domain":"reproducibility","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication","open_science"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.02804696,0.0009363734,0.001578444,0.004178528,0.007923909,0.01796915,0.003920789,0.009916371,0.008444413],"category_scores_gemma":[0.1008442,0.00159411,0.00204317,0.005074885,0.02168615,0.04206244,0.01214712,0.009426426,0.003530918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006688719,"about_ca_system_score_gemma":0.008105069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008645134,"about_ca_topic_score_gemma":0.003632297,"domain_scores_codex":[0.9682586,0.01274026,0.003145999,0.003427476,0.01040579,0.00202186],"domain_scores_gemma":[0.9001599,0.049039,0.006541979,0.02587701,0.01482472,0.00355735],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001158773,0.000007573176,0.0001121767,0.00004474372,0.00001246329,0.00008289494,0.0005583799,0.0005705766,0.00004801716,0.9920679,0.002305987,0.004177728],"study_design_scores_gemma":[0.00002604502,0.00001149916,0.00007558728,0.00007303477,0.0000160636,0.0001781436,0.000160656,0.001977971,0.0001160085,0.9675925,0.02975206,0.00002052584],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01403587,0.004986748,0.7349365,0.05464263,0.000987072,0.0005095543,0.0005321699,0.000458648,0.1889108],"genre_scores_gemma":[0.6768553,0.00660453,0.2416886,0.007592645,0.002554784,0.00174643,0.0006245575,0.0004758927,0.06185729],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9960792,"threshold_uncertainty_score":0.1483282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2872569636919766,"score_gpt":0.3757555810503705,"score_spread":0.08849861735839387,"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."}}