{"id":"W4416799333","doi":"10.1109/snpd65828.2025.11253396","title":"Optimizing Cloud Pricing Strategies Using AWS Simulations and Dockerization","year":2025,"lang":"","type":"article","venue":"","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"","keywords":"Cloud computing; Scalability; Software; Virtual machine; Calculator; Key (lock); Production (economics)","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":[0.001179285,0.000643877,0.0005725184,0.0006993242,0.0005499125,0.001231036,0.0008664581,0.0005719793,0.001754892],"category_scores_gemma":[0.004528907,0.0004042604,0.0004377048,0.0006822837,0.000420461,0.00124965,0.0006951487,0.0009427278,0.0002673242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001414772,"about_ca_system_score_gemma":0.001731973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01328412,"about_ca_topic_score_gemma":0.01148939,"domain_scores_codex":[0.9993642,0.0002476667,0.00003018481,0.00006670634,0.0001641939,0.0001271376],"domain_scores_gemma":[0.9984291,0.0008244839,0.0001486427,0.0001987655,0.0002643408,0.0001346522],"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":[0.00007517702,0.00009040405,0.001936803,0.00002302628,0.00002133897,0.00003787134,0.00002920799,0.9785028,0.00206004,0.003367801,0.0008090875,0.01304636],"study_design_scores_gemma":[0.00001004043,0.00001914171,0.0002494098,0.00000190105,0.000004034129,0.000005340471,0.00001769998,0.9980347,0.0005367292,0.0008101444,0.0003066573,0.000004334672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7190753,0.00026129,0.2531239,0.0008203231,0.0001410643,0.0002595126,0.0003232595,0.002404175,0.02359123],"genre_scores_gemma":[0.9585977,0.00005240337,0.0403986,0.00005795245,0.000008063348,0.00003884192,0.0001020811,0.0001043875,0.0006399579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01328412,"threshold_uncertainty_score":0.02641356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02077217393962864,"score_gpt":0.2775135279153863,"score_spread":0.2567413539757576,"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."}}