{"id":"W2145768041","doi":"10.1109/wicsa.2008.31","title":"Architectural Effects on Requirements Decisions: An Exploratory Study","year":2008,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Software engineering; Requirements engineering; Software architecture; Exploratory research; Requirements analysis; Software requirements; Architecture; Non-functional requirement; Requirements management; Systems engineering; Software; Engineering management; Knowledge management; Software development; Engineering; Software construction","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":[0.009574585,0.0006956066,0.0005868509,0.001720989,0.003283777,0.002067422,0.001304968,0.001784296,0.003063479],"category_scores_gemma":[0.03648363,0.0007303238,0.0005001542,0.001618668,0.002362173,0.002235484,0.002740577,0.002451893,0.0005114409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00175742,"about_ca_system_score_gemma":0.001236059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00156958,"about_ca_topic_score_gemma":0.002648243,"domain_scores_codex":[0.9896933,0.007723084,0.0003516968,0.0005388178,0.001070866,0.000622195],"domain_scores_gemma":[0.9125894,0.07839213,0.003540412,0.002046857,0.002349596,0.001081446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001665734,0.01683668,0.09267262,0.001254575,0.0001131161,0.007662558,0.7726219,0.003034527,0.02623188,0.007788114,0.001814526,0.06830382],"study_design_scores_gemma":[0.0006353857,0.01574474,0.1808819,0.0004865897,0.0001492751,0.003637932,0.7372608,0.01025982,0.01876086,0.007617789,0.02428179,0.0002832381],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950365,0.00003191666,0.001484124,0.0001166832,0.000002798011,0.0003745189,0.0000780628,0.00001329504,0.002861986],"genre_scores_gemma":[0.994523,0.0001106885,0.003436668,0.0001404048,0.000009238284,0.0006255539,0.00007671273,0.00001492078,0.001062695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009574585,"threshold_uncertainty_score":0.05063581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0743040506471766,"score_gpt":0.3225137455850175,"score_spread":0.2482096949378409,"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."}}