{"id":"W4417250720","doi":"10.1109/models-c68889.2025.00030","title":"DTInsight: A Tool for Explicit, Interactive, and Continuous Digital Twin Reporting","year":2025,"lang":"","type":"article","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Key (lock); Software deployment; Visualization; Architecture; Conceptual framework; Conceptual model; Stakeholder","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":[0.01121215,0.002000252,0.0008314181,0.00737084,0.001349336,0.007159138,0.003259266,0.00158293,0.02774729],"category_scores_gemma":[0.0451775,0.001667866,0.001434491,0.004374465,0.001285018,0.008777457,0.008388084,0.003132692,0.009093992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001945889,"about_ca_system_score_gemma":0.004722635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005781088,"about_ca_topic_score_gemma":0.007926171,"domain_scores_codex":[0.9937916,0.00186885,0.0009966516,0.0007223825,0.002328144,0.0002923176],"domain_scores_gemma":[0.9707665,0.01625557,0.001965135,0.00614112,0.003927581,0.0009440547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005770644,0.0003078613,0.006913413,0.002450587,0.0002145062,0.001424491,0.01169098,0.01300807,0.01405181,0.09105963,0.3291388,0.5291628],"study_design_scores_gemma":[0.0001558385,0.0001104042,0.002048789,0.0008067982,0.00008821607,0.0009271423,0.002601847,0.08252125,0.03172634,0.05677705,0.8218889,0.000347367],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00395383,0.000156472,0.8208388,0.0004519532,0.0001991332,0.0005345857,0.01203426,0.1510017,0.01082931],"genre_scores_gemma":[0.05155052,0.0004430684,0.8739483,0.0002593219,0.00007511406,0.0015423,0.02870229,0.03171956,0.01175957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02774729,"threshold_uncertainty_score":0.09282398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02000806300370577,"score_gpt":0.2672808346049694,"score_spread":0.2472727716012636,"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."}}