{"id":"W4285454821","doi":"10.5281/zenodo.6830003","title":"Institutional RDM Strategy Survey Report","year":2022,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"RDM; Survey data collection; Survey research; Business; Computer science; Mathematics; Statistics; Business administration; Computer network","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.01399181,0.0003462095,0.0003683762,0.0009059099,0.004844848,0.01617855,0.01040075,0.0001495709,0.01557855],"category_scores_gemma":[0.01132981,0.0003852753,0.0001224998,0.001933593,0.0002661214,0.012443,0.01842375,0.001441556,0.00318211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001249646,"about_ca_system_score_gemma":0.0002709907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008134088,"about_ca_topic_score_gemma":0.000007806166,"domain_scores_codex":[0.9907712,0.002071574,0.0007646066,0.001621583,0.003999891,0.0007711252],"domain_scores_gemma":[0.9932517,0.0001515201,0.0007113575,0.002977733,0.002561121,0.000346605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000318505,0.0002685665,0.00001214528,0.0002019155,0.0002191753,0.001849074,0.0000811865,0.0003389693,0.00003376495,0.0397023,0.8788968,0.07836426],"study_design_scores_gemma":[0.0002176411,0.0002096769,0.003207131,0.00002849604,0.0000159533,0.00208394,0.00003817427,0.0002934592,0.000007360929,0.0001356367,0.993382,0.000380471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001814101,0.0003489635,0.1115201,0.0008895482,0.001013889,0.00101967,0.001680509,0.00156901,0.8817769],"genre_scores_gemma":[0.1080556,0.02436552,0.007828766,0.0007515756,0.003041738,0.000003046646,0.3755289,0.01200423,0.4684206],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4133563,"threshold_uncertainty_score":0.9998599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2385018681209325,"score_gpt":0.3587411552720665,"score_spread":0.1202392871511339,"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."}}