{"id":"W2031927211","doi":"10.1007/s00766-010-0099-3","title":"A controlled experiment to assess the impact of system architectures on new system requirements","year":2010,"lang":"en","type":"article","venue":"Requirements Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Systems engineering; Engineering","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":[0.0009551621,0.0003737131,0.0005225553,0.0004179032,0.00009655905,0.0001990205,0.001750811,0.00008399635,0.000007669337],"category_scores_gemma":[0.0004493237,0.0002508774,0.0002542589,0.0005934453,0.00001672136,0.0001430912,0.0003812349,0.0003801047,0.00003481842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000513855,"about_ca_system_score_gemma":0.000162899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000161245,"about_ca_topic_score_gemma":0.000001461079,"domain_scores_codex":[0.9971071,0.00006166434,0.0005680954,0.0004912333,0.00107837,0.0006935225],"domain_scores_gemma":[0.9974195,0.0005426754,0.0001315407,0.001421779,0.0001078408,0.000376627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002056731,0.0001599675,0.002267552,0.000470952,0.0007989614,0.00005477476,0.001445221,0.4407573,0.5264738,0.02235806,0.0005447533,0.004463018],"study_design_scores_gemma":[0.009211406,0.001721098,0.02993275,0.002470579,0.00006131251,0.0001241512,0.0001742724,0.7886897,0.1656918,0.0000218672,0.0004804838,0.001420567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6256766,0.00006318557,0.3706543,0.00005161231,0.001280041,0.001256697,0.000004072229,0.0006314385,0.0003821337],"genre_scores_gemma":[0.9897014,5.212471e-7,0.009767024,0.00001016435,0.0002295709,0.0001819998,0.000001266811,0.00004779381,0.00006028984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3640248,"threshold_uncertainty_score":0.9999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04016249860977132,"score_gpt":0.3288882866090689,"score_spread":0.2887257879992976,"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."}}