{"id":"W2057406227","doi":"10.1016/j.infsof.2003.09.012","title":"An integrated framework for formal development of open distributed systems","year":2003,"lang":"en","type":"article","venue":"Information and Software Technology","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Notation; Computer science; Usability; Formalism (music); Software engineering; Formal methods; Formal specification; Development (topology); Programming language; Systems engineering; Human–computer interaction; Engineering","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":[0.0002576762,0.0001048158,0.0001681055,0.000247489,0.0001701429,0.0001689014,0.0008696269,0.000175127,0.000002634843],"category_scores_gemma":[0.00007219551,0.00008634884,0.00001409499,0.0005543076,0.00003078329,0.001668061,0.0001849973,0.000105678,0.000003405743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001822991,"about_ca_system_score_gemma":0.0001233924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001853935,"about_ca_topic_score_gemma":0.00001991777,"domain_scores_codex":[0.9991854,0.00001738635,0.0003873098,0.0001189057,0.00009243307,0.000198606],"domain_scores_gemma":[0.999147,0.00006095598,0.0001943703,0.000323732,0.000224569,0.0000493722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001435307,0.00003263944,0.001524222,0.0001084874,0.00002170353,2.275918e-7,0.002752007,0.0001717809,0.00001491379,0.7683375,0.0000245579,0.2269975],"study_design_scores_gemma":[0.003157128,0.0009662241,0.003503549,0.0004160175,0.00002623814,0.0001267135,0.01146477,0.0402959,0.01942419,0.1329134,0.7866475,0.001058391],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03294794,0.00005362811,0.96596,0.0001156428,0.0001462158,0.0003998973,0.00002085248,0.0002927746,0.00006306646],"genre_scores_gemma":[0.4908352,0.000002776745,0.5088073,0.0001897499,0.000002463398,0.00007857396,0.00007998046,0.000002612529,0.00000129778],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7866229,"threshold_uncertainty_score":0.3521203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01114454743962145,"score_gpt":0.2630751640286917,"score_spread":0.2519306165890703,"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."}}