{"id":"W2151456360","doi":"10.1007/s00766-006-0027-8","title":"Aybüke Aurum and Claes Wohlin (eds): Engineering and managing software requirements","year":2006,"lang":"en","type":"article","venue":"Requirements Engineering","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Engineering; Computer science","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":[0.0004603642,0.0003895506,0.000294068,0.0003436419,0.0001286836,0.0003931368,0.0004685389,0.0001140045,0.000005983075],"category_scores_gemma":[0.000118034,0.000429107,0.00005127572,0.0003622813,0.00002132916,0.001389121,0.0005022379,0.0002599962,0.000005036719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008770631,"about_ca_system_score_gemma":0.00001587791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007783724,"about_ca_topic_score_gemma":0.000002346426,"domain_scores_codex":[0.997973,0.00001788389,0.0004177002,0.0005985926,0.0003715531,0.0006212285],"domain_scores_gemma":[0.9990351,0.0001630755,0.0001049821,0.0005028779,0.00003895674,0.0001550112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007005793,0.000516659,0.04576198,0.004257204,0.0009708342,0.0009234545,0.001563493,0.208159,0.09521192,0.1962507,0.004724413,0.4415902],"study_design_scores_gemma":[0.001697211,0.000292052,0.02582794,0.00109635,0.0001005134,0.0002493208,0.00001886099,0.8649132,0.009956889,0.002715042,0.09065444,0.002478207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05685622,0.003138016,0.9367975,0.0002445922,0.0005209469,0.0002820404,0.000003762496,0.002026326,0.0001305771],"genre_scores_gemma":[0.5597534,0.0004417271,0.4392588,0.00006874109,0.0002003518,0.00005598456,0.000009140966,0.00007756499,0.0001343083],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6567541,"threshold_uncertainty_score":0.9998161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315851433275974,"score_gpt":0.2356796458445025,"score_spread":0.2225211315117428,"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."}}