{"id":"W113659863","doi":"","title":"Towards a Knowledge-Based Representation of Non-Functional Requirements","year":2012,"lang":"en","type":"article","venue":"International Conference on Software Engineering Advances","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Ontology; Non-functional requirement; Semantics (computer science); Representation (politics); Knowledge representation and reasoning; Domain (mathematical analysis); Functional requirement; Software engineering; Knowledge management; Artificial intelligence; Programming language; Software development; Software; Mathematics","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":[0.0003204647,0.0002336825,0.0002475565,0.0003178891,0.00004197475,0.00004391481,0.0007359423,0.00007091447,0.00003312232],"category_scores_gemma":[0.00176048,0.0002343777,0.00009955548,0.0003729693,0.00004402107,0.001253947,0.000138686,0.0001880179,0.00002703335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001379297,"about_ca_system_score_gemma":0.00008620261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003649336,"about_ca_topic_score_gemma":3.940847e-7,"domain_scores_codex":[0.9984303,0.00003989766,0.0003558926,0.0003345314,0.0005189044,0.0003204905],"domain_scores_gemma":[0.9985473,0.0005219597,0.0001656151,0.0003937537,0.0002665198,0.0001048435],"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":[0.00008408688,0.000401499,0.008012981,0.0001457329,0.0001500433,0.000006670535,0.0006996601,0.6923115,0.00760071,0.1065376,0.0002394201,0.1838101],"study_design_scores_gemma":[0.003715787,0.0006901154,0.1560865,0.001575027,0.00005474772,0.00005019765,0.0001999381,0.5216904,0.2781471,0.01535636,0.01971911,0.002714659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003839815,0.0002800404,0.9904826,0.00008637825,0.004131379,0.000116035,0.000007450813,0.000485824,0.0005704294],"genre_scores_gemma":[0.4968059,0.00003068275,0.5028542,0.00002447159,0.0001359895,0.00004775511,0.00001294188,0.000014169,0.00007392062],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4929661,"threshold_uncertainty_score":0.9557644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1030477092749309,"score_gpt":0.3669804292481474,"score_spread":0.2639327199732165,"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."}}