{"id":"W2013607651","doi":"10.1145/1982185.1982522","title":"Development and configuration of service-oriented systems families","year":2011,"lang":"en","type":"article","venue":"","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; Simon Fraser University","funders":"","keywords":"Computer science; Reusability; Software engineering; Software product line; Service (business); Mass customization; Process (computing); Personalization; Software; Software development; Programming language; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.0001284048,0.0001237053,0.0001541876,0.0001240423,0.00007307376,0.00003225234,0.0003621985,0.00004714268,0.00001351919],"category_scores_gemma":[0.000001561546,0.00009655081,0.00001527181,0.0003784734,0.00002343048,0.0002950176,0.0001615399,0.00004826851,0.00001864591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007564371,"about_ca_system_score_gemma":0.00005092503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008343359,"about_ca_topic_score_gemma":0.0004265973,"domain_scores_codex":[0.9990605,0.00003063793,0.0002924874,0.0002556474,0.0001988924,0.000161854],"domain_scores_gemma":[0.999305,0.00002746063,0.0001091085,0.0003068946,0.0001796028,0.00007195459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002610202,0.00012444,0.002468019,0.0003937985,0.00008384817,0.000006258515,0.08904335,0.00002275132,0.006492532,0.8725244,0.00003278908,0.02878167],"study_design_scores_gemma":[0.002484677,0.0004357283,0.07953728,0.0004517988,0.00005672038,0.0001025122,0.02961143,0.04497003,0.7524534,0.002483995,0.08593031,0.001482041],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5662228,0.0002208887,0.3939973,0.000173941,0.0004257971,0.0002655757,0.000001426261,0.0002116477,0.03848057],"genre_scores_gemma":[0.9401526,0.000009129309,0.05903316,0.0006811198,0.00001681882,0.00001658068,0.000005117724,0.000005924712,0.00007948209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8700405,"threshold_uncertainty_score":0.3937228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191274678428557,"score_gpt":0.2069113532638681,"score_spread":0.1849986064795825,"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."}}