{"id":"W3197767073","doi":"10.1139/facets-2021-0031","title":"Ensuring the success of data sharing in Canada","year":2021,"lang":"en","type":"article","venue":"FACETS","topic":"Research Data Management Practices","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Data sharing; Audit; Agency (philosophy); Research data; Data management; Funding Agency; Public relations; Business; Knowledge management; Political science; Computer science; Data science; Accounting; Sociology; Data curation; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.1469124,0.0006797169,0.001132531,0.007194578,0.03461046,0.02979332,0.008358726,0.003347283,0.004180787],"category_scores_gemma":[0.2139995,0.001660528,0.001079109,0.01842649,0.01055925,0.01026226,0.01759216,0.005048682,0.001401677],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2465517,"about_ca_system_score_gemma":0.7324495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9917128,"about_ca_topic_score_gemma":0.9879892,"domain_scores_codex":[0.8101599,0.03225552,0.01176171,0.01057817,0.09855396,0.0366908],"domain_scores_gemma":[0.5350966,0.04513814,0.0127766,0.04003372,0.3131839,0.05377113],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004509236,0.0002932613,0.09628703,0.0009107548,0.0003213059,0.0009089981,0.04781456,0.00862026,0.004560269,0.1991868,0.2427778,0.397868],"study_design_scores_gemma":[0.0001393642,0.0001830933,0.1019623,0.00120115,0.0001351989,0.0002411239,0.03806611,0.01183454,0.005911539,0.03426737,0.8054743,0.0005839238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1987246,0.007702169,0.06962205,0.4063873,0.001663742,0.003657361,0.00620343,0.004879571,0.3011599],"genre_scores_gemma":[0.8383313,0.004714763,0.09164691,0.01814059,0.0002959575,0.0009299407,0.002952784,0.0008641845,0.04212357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9916413,"threshold_uncertainty_score":0.8738933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2356154048263617,"score_gpt":0.3816213437404273,"score_spread":0.1460059389140656,"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."}}