{"id":"W2802900348","doi":"10.7710/2162-3309.2256","title":"DMP Assistant [Tool Review]","year":2018,"lang":"en","type":"article","venue":"Journal of Librarianship and Scholarly Communication","topic":"Research Data Management Practices","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Data management plan; Plan (archaeology); Globe; Sample (material); Computer science; Data management; Process (computing); World Wide Web; Best practice; Open source; Database; Political science; Psychology; Operating system; Software","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.04821059,0.001798101,0.003474014,0.02271511,0.001923554,0.007267328,0.006297214,0.001909186,0.0911375],"category_scores_gemma":[0.2604357,0.001763199,0.003988191,0.02094105,0.001026933,0.008072928,0.008989319,0.002708695,0.03696852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004833097,"about_ca_system_score_gemma":0.02859544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007056305,"about_ca_topic_score_gemma":0.01789808,"domain_scores_codex":[0.9590873,0.01969621,0.00870663,0.001470125,0.01005341,0.0009863562],"domain_scores_gemma":[0.7967808,0.1044575,0.01311398,0.009248425,0.07293704,0.003462264],"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":[0.0002622437,0.0000774607,0.0004891751,0.08792656,0.0002637577,0.000142456,0.0007995955,0.0001277712,0.0002195277,0.001737627,0.3436048,0.5643492],"study_design_scores_gemma":[0.0002663414,0.0001151051,0.001569658,0.07780464,0.0006574691,0.0003382251,0.000627763,0.0002200113,0.000466171,0.001692649,0.9161454,0.00009672418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006544068,0.3040329,0.1033064,0.0435673,0.01036418,0.06551474,0.1731368,0.0254533,0.2680804],"genre_scores_gemma":[0.03862171,0.3046321,0.3130615,0.02389573,0.002725115,0.1232948,0.08942127,0.01126833,0.09307948],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9927326,"threshold_uncertainty_score":0.3048853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1127651678410711,"score_gpt":0.3530594450017847,"score_spread":0.2402942771607136,"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."}}