{"id":"W4402096237","doi":"10.51594/csitrj.v5i8.1492","title":"Assessing the transformative impact of cloud computing on software deployment and management","year":2024,"lang":"en","type":"article","venue":"Computer Science & IT Research Journal","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"TD Bank Group","funders":"","keywords":"Software deployment; Cloud computing; Transformative learning; Computer science; Software; Software as a service; Software engineering; Software development; Operating system; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01167738,0.0002189561,0.0002207726,0.001022249,0.00190016,0.005545107,0.002884599,0.00003670897,0.000004213945],"category_scores_gemma":[0.00005028469,0.0001260796,0.0001874259,0.002559037,0.0008744232,0.0004378881,0.001887402,0.001099959,0.00001417604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003546096,"about_ca_system_score_gemma":0.0003737325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001682828,"about_ca_topic_score_gemma":4.960756e-7,"domain_scores_codex":[0.9951575,0.0004767692,0.0004860485,0.0006218284,0.002313651,0.0009442495],"domain_scores_gemma":[0.9979734,0.0006708758,0.0001094928,0.0005951033,0.0003499248,0.0003011426],"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":[0.000005885728,0.00009561176,0.0001832678,0.0001141,0.0001173458,0.0002198709,0.006890033,0.03902893,0.00005915138,0.01643153,0.00355949,0.9332948],"study_design_scores_gemma":[0.0002669461,0.0006656379,0.008848041,0.001198381,0.000009194324,0.0004217466,0.0004231905,0.9842016,0.0002144103,0.002227138,0.00133216,0.000191526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2945494,0.0004841253,0.7000922,0.002967077,0.0007916794,0.0002912821,4.608008e-7,0.00009486786,0.0007289001],"genre_scores_gemma":[0.9649475,0.00009199523,0.0343701,0.0001481894,0.0003773076,0.000003183384,1.255342e-7,0.00001155719,0.00005009992],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9451727,"threshold_uncertainty_score":0.9993992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07026905720929764,"score_gpt":0.4132961040872338,"score_spread":0.3430270468779362,"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."}}