{"id":"W4411405191","doi":"10.1109/comst.2025.3580745","title":"Deploying Foundation Model Powered Agent Services: A Survey","year":2025,"lang":"en","type":"article","venue":"IEEE Communications Surveys & Tutorials","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University Grants Committee; National Natural Science Foundation of China","keywords":"Foundation (evidence); Computer science; Geography; Archaeology","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":[0.001422792,0.0008514532,0.0007355617,0.001937202,0.0005262606,0.00220542,0.002288468,0.001360899,0.001892118],"category_scores_gemma":[0.002883028,0.0007712344,0.0006473295,0.003591072,0.0006690677,0.004415294,0.001312861,0.001369789,0.001325072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001314488,"about_ca_system_score_gemma":0.001519306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005262614,"about_ca_topic_score_gemma":0.002878185,"domain_scores_codex":[0.998782,0.0002318792,0.0001120879,0.0001932503,0.0005280569,0.0001528538],"domain_scores_gemma":[0.9988984,0.000529165,0.00008105424,0.0001632324,0.0002467718,0.00008138391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001107868,0.0001479437,0.002826731,0.002631875,0.00006886141,0.0002310041,0.0005675706,0.01923501,0.004726741,0.0860234,0.01433606,0.869094],"study_design_scores_gemma":[0.00003299247,0.0003709615,0.002897084,0.001547773,0.0001238837,0.00138636,0.001115547,0.1748926,0.01025321,0.04409429,0.7631775,0.0001078326],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.03686151,0.3074262,0.5813546,0.003981658,0.0007954738,0.0004294195,0.0003441422,0.004419906,0.06438699],"genre_scores_gemma":[0.2750638,0.442722,0.2655411,0.001188272,0.0009407011,0.0002842182,0.001290127,0.0008451732,0.01212446],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005262614,"threshold_uncertainty_score":0.01046395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05045941165787524,"score_gpt":0.3229948256637784,"score_spread":0.2725354140059031,"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."}}