{"id":"W1562306439","doi":"10.1007/978-3-540-72952-5_3","title":"Verifying Distributed, Event-Based Middleware Applications Using Domain-Specific Software Model Checking","year":2007,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Middleware (distributed applications); Java; Event (particle physics); Distributed computing; Pipeline (software); Software engineering; Domain (mathematical analysis); Programming language","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":[0.001515695,0.0007447866,0.0007054604,0.0008678244,0.0008464466,0.0005733285,0.003554759,0.0006054048,0.000009207905],"category_scores_gemma":[0.00003243735,0.0006981786,0.0002881362,0.001259852,0.0007233587,0.0007202683,0.001033216,0.0010777,0.00003359811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245802,"about_ca_system_score_gemma":0.00116932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001472024,"about_ca_topic_score_gemma":0.00002268791,"domain_scores_codex":[0.9944318,0.00003487623,0.000961089,0.002091481,0.001423969,0.001056798],"domain_scores_gemma":[0.9958817,0.0004151471,0.0005176199,0.002398405,0.0005122952,0.0002748759],"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":[0.000007379627,0.00004308103,0.0003402938,0.0001704849,0.000009062613,0.00003070795,0.0003065621,0.7849647,0.00008215823,0.002840695,0.000006848622,0.211198],"study_design_scores_gemma":[0.000358714,0.00004939978,0.00006178523,0.0008456109,0.000009565864,0.0000539821,5.997305e-7,0.9591893,0.0006504762,0.03394154,0.003891178,0.0009478714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002754447,0.001064291,0.9958916,0.0001094184,0.00110605,0.0009299809,0.00003665384,0.0004531559,0.0001333881],"genre_scores_gemma":[0.07127434,0.00002715585,0.9275261,0.0005089771,0.0005005207,0.00003829092,0.0000382083,0.00005829856,0.00002807065],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2102502,"threshold_uncertainty_score":0.9995469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04228216262113062,"score_gpt":0.2789935347822945,"score_spread":0.2367113721611639,"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."}}