{"id":"W2921275217","doi":"10.18438/eblip29539","title":"Researchers May Need Additional Data Curation Support","year":2019,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data curation; Documentation; Focus group; Computer science; Service (business); Data science; World Wide Web; Knowledge management; Sociology; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1514954,0.001830945,0.003383745,0.01102218,0.009877793,0.02107046,0.009227417,0.01333335,0.2080929],"category_scores_gemma":[0.4893114,0.00249342,0.003679033,0.01027131,0.004974088,0.03148034,0.02226853,0.008912058,0.1430719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007885118,"about_ca_system_score_gemma":0.05024423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004351194,"about_ca_topic_score_gemma":0.01175378,"domain_scores_codex":[0.8414999,0.082941,0.02547281,0.01366327,0.02974068,0.00668239],"domain_scores_gemma":[0.2694916,0.3664922,0.03009584,0.1258219,0.1675897,0.04050883],"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":[0.0002368659,0.0001845404,0.002866615,0.00475045,0.0001085766,0.001397378,0.00808142,0.00008649406,0.001073248,0.007913589,0.7158237,0.2574771],"study_design_scores_gemma":[0.0000626213,0.00004057214,0.0009229792,0.002202102,0.00003418772,0.0005104463,0.003528527,0.00006827064,0.0002310408,0.005052884,0.9872925,0.00005388603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007642135,0.01657761,0.0301012,0.6567361,0.03133003,0.003922069,0.007443667,0.01074522,0.235502],"genre_scores_gemma":[0.05437917,0.02123393,0.1472673,0.4918249,0.02361571,0.01136814,0.01390477,0.008151018,0.2282551],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8485045,"threshold_uncertainty_score":0.801194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1232570895555425,"score_gpt":0.3686903441184455,"score_spread":0.245433254562903,"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."}}