{"id":"W4409156538","doi":"10.1109/icin64016.2025.10942645","title":"Intent-Based Service Graph Selection for Cost-Effective Cloud Deployment","year":2025,"lang":"en","type":"article","venue":"","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ericsson (Canada); Concordia University","funders":"","keywords":"Computer science; Cloud computing; Software deployment; Selection (genetic algorithm); Graph; Distributed computing; Theoretical computer science; Operating system; Artificial intelligence","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":[0.0007142512,0.00125713,0.0007414384,0.001073491,0.0006310059,0.000697442,0.0009068534,0.0006815617,0.002977323],"category_scores_gemma":[0.001997762,0.0004829252,0.0007205104,0.000938256,0.0005041319,0.0009402609,0.0009016693,0.0008477446,0.0005189462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001302716,"about_ca_system_score_gemma":0.002088568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004545624,"about_ca_topic_score_gemma":0.008501554,"domain_scores_codex":[0.9992861,0.0002429987,0.0000253236,0.00008277121,0.0002398905,0.0001228532],"domain_scores_gemma":[0.9990753,0.0005212228,0.00009440407,0.00007767874,0.0001421903,0.00008912641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001672407,0.0002381499,0.001215017,0.0001769417,0.00003734664,0.00019533,0.0001259637,0.8196403,0.01740775,0.01214069,0.004737059,0.1439182],"study_design_scores_gemma":[0.00001365164,0.00002974538,0.0001602521,0.000004320593,0.000008655715,0.00003615912,0.00003374076,0.9932544,0.001454473,0.004387239,0.0006124317,0.000005059901],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04942586,0.0002491717,0.944637,0.0004380093,0.00003618441,0.0002288096,0.0001115687,0.001079569,0.003793789],"genre_scores_gemma":[0.560925,0.0002368102,0.4359455,0.0001234055,0.00003573247,0.0001613278,0.0003811896,0.0002203477,0.001970706],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004545624,"threshold_uncertainty_score":0.009960115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009668925991250774,"score_gpt":0.2637617774558977,"score_spread":0.2540928514646469,"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."}}