{"id":"W4388821222","doi":"10.1109/idsta58916.2023.10317841","title":"Modular Simulation Environment Towards OTN AI-based Solutions","year":2023,"lang":"en","type":"article","venue":"","topic":"Software-Defined Networks and 5G","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Western University","funders":"","keywords":"Modular design; Computer science; Adaptation (eye); Volume (thermodynamics); Fidelity; Distributed computing; Optical Transport Network; Computer network; Wavelength-division multiplexing; Passive optical network; Telecommunications; Operating system","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":[0.001166797,0.0007761298,0.0005207651,0.0006577367,0.0004953214,0.001688595,0.00241857,0.001069645,0.006702349],"category_scores_gemma":[0.004227964,0.0004660999,0.001008799,0.0005356123,0.0007468089,0.001647209,0.002896463,0.001629854,0.001765412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006288934,"about_ca_system_score_gemma":0.001130622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003330367,"about_ca_topic_score_gemma":0.002155847,"domain_scores_codex":[0.9993536,0.000221276,0.000046045,0.0001171046,0.0001990446,0.00006283866],"domain_scores_gemma":[0.9988249,0.0004678956,0.00008569432,0.0002276904,0.0002671762,0.000126619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001009843,0.000099547,0.001230274,0.00007761813,0.0000442963,0.00009790698,0.0001364273,0.9446862,0.004084407,0.02574281,0.002505727,0.02119386],"study_design_scores_gemma":[0.00001643919,0.00001525262,0.00006635782,0.00001026206,0.000005366816,0.00001380962,0.00001002583,0.9876885,0.001047542,0.006557513,0.004562043,0.000006954967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01123055,0.0000895978,0.9763183,0.0003776949,0.0001382105,0.0001237876,0.0003281921,0.004179747,0.007213942],"genre_scores_gemma":[0.3855898,0.0005323326,0.6032761,0.0004114838,0.0001505904,0.0008886271,0.001885353,0.001238278,0.006027372],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006702349,"threshold_uncertainty_score":0.02242166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03958660741755612,"score_gpt":0.2580995686638623,"score_spread":0.2185129612463062,"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."}}