{"id":"W7128805968","doi":"10.1109/icuis67429.2025.11380629","title":"AI Agent based SaaS Platform (AIBSP)","year":2025,"lang":"","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Scalability; Automation; Task (project management); User interface; Interface (matter); Software as a service; Knowledge base; Cloud computing","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":[0.001046703,0.0008060079,0.000535138,0.0007767436,0.0007260885,0.002773684,0.001923649,0.0008308502,0.01317106],"category_scores_gemma":[0.002404935,0.0004423049,0.0006498375,0.0006871975,0.0004823336,0.002431773,0.002385982,0.001697324,0.01080395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000796558,"about_ca_system_score_gemma":0.001505136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002660881,"about_ca_topic_score_gemma":0.001460949,"domain_scores_codex":[0.9991457,0.0001710201,0.00009352685,0.0001622753,0.0003106151,0.0001168187],"domain_scores_gemma":[0.9986252,0.0001975142,0.0001293471,0.0003542559,0.0003239237,0.00036971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003998921,0.001596669,0.006138808,0.001635155,0.0004421933,0.001767757,0.002081903,0.03382768,0.1026454,0.1639942,0.2137721,0.4680992],"study_design_scores_gemma":[0.0003599812,0.0004623028,0.002355617,0.0001223573,0.0001204198,0.0007882815,0.000278314,0.295642,0.03771037,0.03612946,0.6258983,0.0001326445],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04402013,0.000880308,0.6750941,0.001178323,0.000803969,0.001543183,0.003033277,0.189444,0.08400277],"genre_scores_gemma":[0.4237128,0.001162133,0.4766994,0.0009366288,0.0003728725,0.001823807,0.01401463,0.007308779,0.073969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01317106,"threshold_uncertainty_score":0.04406154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02440705986940753,"score_gpt":0.311950073503896,"score_spread":0.2875430136344884,"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."}}