{"id":"W4232309574","doi":"10.1109/icse.2004.1317517","title":"4th international workshop on adoption-centric software engineering","year":2004,"lang":"en","type":"article","venue":"Proceedings. 26th International Conference on Software Engineering","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Victoria; IBM (Canada)","funders":"","keywords":"Leverage (statistics); Key (lock); Computer science; Middleware (distributed applications); Software engineering; Software; Embedding; Systems engineering; Engineering; Computer security; Distributed computing; Operating system","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":[0.000190955,0.0005136038,0.0002884435,0.0008085717,0.0001297015,0.0006747603,0.002298626,0.0001726309,0.00009717762],"category_scores_gemma":[0.0004189083,0.0005172869,0.0001527615,0.0007112993,0.00001903608,0.001017413,0.0004244645,0.0006991292,0.0001631185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003952731,"about_ca_system_score_gemma":0.00009744131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001895405,"about_ca_topic_score_gemma":0.000003187184,"domain_scores_codex":[0.9969625,0.000004904669,0.0004744792,0.0008705829,0.001108823,0.0005786809],"domain_scores_gemma":[0.9985142,0.0001210145,0.0001914161,0.0003069254,0.0006112526,0.0002552365],"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":[0.00008806217,0.0003407624,0.003629666,0.000155413,0.0002948217,0.0000641622,0.002340864,0.1642236,0.001057968,0.8133917,0.0002191661,0.01419378],"study_design_scores_gemma":[0.009454465,0.001145771,0.03960843,0.009489226,0.0001179464,0.0005197476,0.0009922355,0.7990008,0.02473921,0.008713379,0.09944978,0.006769035],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06220623,0.00008671313,0.9246016,0.002258446,0.005250904,0.000380227,0.00003201836,0.002235226,0.002948606],"genre_scores_gemma":[0.8678322,0.00008747836,0.1298913,0.001042011,0.0007905341,0.00009641527,0.00005357872,0.00006373478,0.0001427101],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.805626,"threshold_uncertainty_score":0.9997278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01789548050710137,"score_gpt":0.239212863849136,"score_spread":0.2213173833420346,"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."}}