{"id":"W4413443076","doi":"10.1109/mitp.2025.3561079","title":"Data-as-an-Asset: Challenges and Future Directions","year":2025,"lang":"en","type":"article","venue":"IT Professional","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Computer science; Asset (computer security); Asset management; Business; Knowledge management; Data science; Risk analysis (engineering); Computer security; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02910239,0.0006948291,0.0009328439,0.002290531,0.003215485,0.01571169,0.003375712,0.008270808,0.007794485],"category_scores_gemma":[0.024198,0.0005203126,0.0006714602,0.004621453,0.008951528,0.03270357,0.006042958,0.008606153,0.002687681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00460927,"about_ca_system_score_gemma":0.01339858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005737736,"about_ca_topic_score_gemma":0.005824923,"domain_scores_codex":[0.9885694,0.005977272,0.0006327419,0.0008831856,0.003224592,0.0007126814],"domain_scores_gemma":[0.9403113,0.0374565,0.002305565,0.002896322,0.01116295,0.005867438],"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":[0.00004865121,0.0002054596,0.002369788,0.001192419,0.00002327335,0.0001941031,0.0009424881,0.002910235,0.0004621135,0.667735,0.05350387,0.2704127],"study_design_scores_gemma":[0.00001624828,0.0001260249,0.0007884695,0.002344732,0.00001646876,0.000417118,0.01155379,0.01018499,0.0005047694,0.5232589,0.4507045,0.00008389168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007152685,0.08819272,0.05137974,0.8179234,0.003082331,0.00009897136,0.0002392592,0.0002078332,0.03172305],"genre_scores_gemma":[0.3205895,0.3115094,0.2675626,0.07230204,0.008867165,0.0004173369,0.00071958,0.0002868761,0.01774555],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02910239,"threshold_uncertainty_score":0.15391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3049530404859407,"score_gpt":0.5156489578308201,"score_spread":0.2106959173448794,"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."}}