{"id":"W3211155229","doi":"10.6084/m9.figshare.14393552.v1","title":"Research Data: The Future of FAIR White paper","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Research Data Management Practices","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Scholarship Council; University of Cape Town; Rural Development Administration; Technische Universiteit Delft; International Development Research Centre","keywords":"White (mutation); White paper; Research data; Data science; Computer science; Political science; Law; Data curation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2930901,0.001189377,0.002891661,0.005962193,0.0128474,0.06801514,0.01137895,0.03666174,0.07050133],"category_scores_gemma":[0.4894061,0.002315384,0.003847638,0.01241657,0.02790441,0.05558301,0.02448846,0.0409276,0.03011027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01404025,"about_ca_system_score_gemma":0.06478079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01421648,"about_ca_topic_score_gemma":0.01462168,"domain_scores_codex":[0.8011227,0.08366638,0.01380844,0.01585395,0.07800551,0.007543077],"domain_scores_gemma":[0.4098698,0.3741517,0.01157419,0.08959552,0.08563662,0.02917222],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004485439,0.00002153459,0.0001040913,0.0001481313,0.00002203781,0.0000499634,0.0005275951,0.0001556025,0.00004216872,0.2790422,0.6927298,0.02711203],"study_design_scores_gemma":[0.00001914709,0.000006736528,0.00008236982,0.0004486293,0.000008640474,0.00001958469,0.0002348215,0.00008866859,0.00007194379,0.09140593,0.9075842,0.00002932279],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0003303095,0.005260207,0.0155125,0.8767917,0.03929324,0.000166565,0.001832735,0.0009367813,0.05987595],"genre_scores_gemma":[0.01845069,0.01214802,0.04882502,0.7083338,0.04258686,0.001725644,0.003946794,0.005316814,0.1586663],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9886211,"threshold_uncertainty_score":0.8717458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.328306522361784,"score_gpt":0.4419434323761394,"score_spread":0.1136369100143554,"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."}}