{"id":"W2073598989","doi":"10.1145/1082983.1083131","title":"ActiveAspect","year":2005,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"AspectJ; Computer science; Sketch; Presentation (obstetrics); Software engineering; Abstraction; Programming language; Design by contract; Aspect-oriented programming; Software; Software development; Software construction; Algorithm","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003649726,0.0004058033,0.0003557345,0.000259236,0.0001067057,0.0001221838,0.002139919,0.00015022,0.0000226895],"category_scores_gemma":[0.2086307,0.0004204782,0.0001415459,0.000611592,0.0000345363,0.001172372,0.0007467387,0.000421136,0.0001783054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001758654,"about_ca_system_score_gemma":0.00005049036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004366355,"about_ca_topic_score_gemma":9.993544e-7,"domain_scores_codex":[0.9979752,0.00004064195,0.0003168475,0.000636792,0.000347296,0.0006832368],"domain_scores_gemma":[0.9393411,0.05851165,0.00008674585,0.001756767,0.0001027243,0.0002010379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0000145013,0.0001316811,0.02552192,0.0001442861,0.0001387197,0.00009042508,0.001257792,0.5715006,0.01270154,0.01632205,0.0009364989,0.37124],"study_design_scores_gemma":[0.003437462,0.0007387298,0.4426716,0.0006291117,0.0001135447,0.0007454547,0.00004535737,0.01964716,0.3771473,0.009016952,0.1373099,0.008497368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01851548,0.0007903602,0.9735821,0.0005677087,0.0006684201,0.0001465009,0.000004499318,0.005718138,0.000006812119],"genre_scores_gemma":[0.3908596,0.00001933482,0.6086647,0.0001099792,0.0002280326,0.00003056108,0.000002588304,0.00004204626,0.00004318518],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5518535,"threshold_uncertainty_score":0.9998247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845137875648199,"score_gpt":0.2699103803665462,"score_spread":0.2414590016100643,"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."}}