{"id":"W4400143750","doi":"10.1016/b978-0-323-95689-5.00005-5","title":"Research Data Management","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Research Data Management Practices","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["open_science"],"category_scores_codex":[0.00695902,0.0004462754,0.0003840187,0.001324486,0.0002762279,0.007131331,0.02031343,0.0002073694,0.0001386749],"category_scores_gemma":[0.00006669931,0.000409001,0.0001095691,0.0001448393,0.0002727548,0.007365993,0.0429333,0.001980017,0.008132913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002016472,"about_ca_system_score_gemma":0.0001732454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001730265,"about_ca_topic_score_gemma":0.0000253031,"domain_scores_codex":[0.9928781,0.0001513002,0.000533632,0.002591594,0.00295477,0.0008905996],"domain_scores_gemma":[0.9871921,0.0003543597,0.0001483722,0.01186318,0.0001874354,0.0002545721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002158608,0.000005248061,4.354527e-8,0.0002683348,0.0001956121,0.0007984141,0.00001696858,1.24165e-7,3.797098e-7,0.4985301,0.01238472,0.4877979],"study_design_scores_gemma":[0.00008389237,0.00004343783,0.00000127479,0.0005284018,0.00005852257,0.00001268214,0.00001087945,0.0003338982,0.000001922507,0.1328885,0.8656952,0.0003413232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[7.615691e-8,0.003127537,0.001201859,0.001976239,0.0007751333,0.001212393,0.0001080935,0.0003261782,0.9912725],"genre_scores_gemma":[0.00001213003,0.004305869,0.009565694,0.0001976439,0.0003957411,0.00007659068,0.0001876293,0.00009735785,0.9851614],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8533105,"threshold_uncertainty_score":0.9998362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2353534767814622,"score_gpt":0.4219332793459282,"score_spread":0.1865798025644659,"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."}}