{"id":"W2133468975","doi":"10.1007/s00766-010-0098-4","title":"Modeling and detecting semantic-based interactions in aspect-oriented scenarios","year":2010,"lang":"en","type":"article","venue":"Requirements Engineering","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Aspect-oriented programming; Notation; Domain (mathematical analysis); Artificial intelligence; Natural language processing; Software engineering; Software; Programming language; Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004585231,0.001414413,0.0008208026,0.002567869,0.0009404473,0.003450087,0.001933249,0.002622328,0.001117978],"category_scores_gemma":[0.02185713,0.001305022,0.001860509,0.001122094,0.001510037,0.006628442,0.002602941,0.001741965,0.0003220746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008774975,"about_ca_system_score_gemma":0.001422073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004134906,"about_ca_topic_score_gemma":0.004962572,"domain_scores_codex":[0.9928312,0.002783018,0.0006465261,0.0007670292,0.002483396,0.0004886885],"domain_scores_gemma":[0.9847323,0.01015983,0.001950977,0.001573095,0.00120234,0.0003813672],"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":[0.0009620086,0.0008282915,0.04748662,0.0006391032,0.0004597188,0.003664717,0.002928165,0.6580786,0.04447174,0.1269299,0.001406516,0.1121446],"study_design_scores_gemma":[0.00002342265,0.00006191774,0.001255438,0.00002437895,0.00008632641,0.0002276555,0.0001900086,0.9689026,0.006505301,0.02163538,0.001065096,0.00002243614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1844301,0.0001268604,0.8099657,0.0003066261,0.0000268538,0.0003728285,0.0001639727,0.001731842,0.002875307],"genre_scores_gemma":[0.7309929,0.000127068,0.2676073,0.00005443021,0.00001583538,0.0001562282,0.0004305269,0.0001174282,0.0004982328],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004585231,"threshold_uncertainty_score":0.02424932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04103911231616917,"score_gpt":0.3055988583204198,"score_spread":0.2645597460042506,"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."}}