{"id":"W1550824050","doi":"","title":"Understanding Cloud Requirements - A Supply Chain Lifecycle Approach","year":2011,"lang":"en","type":"article","venue":"MURAL - Maynooth University Research Archive Library (National University of Ireland, Maynooth)","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Cloud computing; Supply chain; Computer science; Application lifecycle management; Process management; Scalability; Process (computing); Supply chain management; Systems engineering; Risk analysis (engineering); Business; Engineering; Database","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009048539,0.0002865962,0.0003419113,0.001306258,0.001190228,0.0001070655,0.003062622,0.0001291398,0.0002975293],"category_scores_gemma":[0.00004118053,0.0003290689,0.0002548851,0.001466174,0.0007706887,0.0007561973,0.00319746,0.0006342092,0.00008275999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003525408,"about_ca_system_score_gemma":0.0003501295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005432452,"about_ca_topic_score_gemma":0.00003236076,"domain_scores_codex":[0.9957404,0.0008423356,0.0002487512,0.0008761839,0.00147347,0.0008189185],"domain_scores_gemma":[0.9982594,0.0003578498,0.0002068804,0.0006023656,0.0001601323,0.0004133459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009058833,0.0009833435,0.0206535,0.0001791266,0.0004263597,0.0005263883,0.01027523,0.001584961,0.0001510366,0.9010344,0.06185257,0.001427222],"study_design_scores_gemma":[0.01382692,0.002385856,0.08961847,0.0007655307,0.0001456508,0.0001115479,0.04668376,0.5030019,0.0003424498,0.1799137,0.1602774,0.002926734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07229093,0.00007720421,0.3067947,0.002782346,0.0002318138,0.0009787098,0.0001981162,0.0005558018,0.6160904],"genre_scores_gemma":[0.9410628,0.00006787965,0.04403311,0.0001034441,0.0001194698,3.177909e-7,0.00009695899,0.00002749153,0.01448854],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8687719,"threshold_uncertainty_score":0.9999161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1371838433857558,"score_gpt":0.243947234349522,"score_spread":0.1067633909637662,"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."}}