{"id":"W2001314414","doi":"10.1007/s00766-014-0209-8","title":"Interactive goal model analysis for early requirements engineering","year":2014,"lang":"en","type":"article","venue":"Requirements Engineering","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":114,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Goal modeling; Requirements engineering; Requirements analysis; Interactivity; Stakeholder; Software engineering; Scalability; Non-functional requirement; Visualization; Goal orientation; Systems engineering; Process management; Risk analysis (engineering); Software development; Software; Engineering; Artificial intelligence; Programming language","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":[0.003338111,0.001383458,0.0008559875,0.002884615,0.0008390145,0.00232019,0.002162964,0.0009758585,0.01114945],"category_scores_gemma":[0.012836,0.0009384722,0.002751826,0.001221051,0.0009442097,0.003214905,0.002800215,0.002378345,0.002170322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001636277,"about_ca_system_score_gemma":0.002200593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005691282,"about_ca_topic_score_gemma":0.007846273,"domain_scores_codex":[0.9957175,0.001663742,0.0001785476,0.0003658117,0.001762579,0.0003118442],"domain_scores_gemma":[0.9896984,0.00755391,0.0004265081,0.001161034,0.001037285,0.0001229061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006277583,0.0007184145,0.003707276,0.000886037,0.0003635725,0.0005735346,0.001422467,0.3328175,0.02189118,0.2458319,0.01072485,0.3804355],"study_design_scores_gemma":[0.00004671964,0.00009129753,0.0004142509,0.00006966313,0.00009460498,0.0000613311,0.0001587101,0.9207093,0.007991485,0.0640801,0.006252737,0.00002983548],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006444257,0.00004976571,0.9866806,0.00007599125,0.000009281799,0.000164572,0.0002308383,0.002538071,0.003806614],"genre_scores_gemma":[0.2261578,0.0001278112,0.7674269,0.0001016014,0.0000183421,0.0005466075,0.001545578,0.0008193688,0.003256001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01114945,"threshold_uncertainty_score":0.03729856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0505596285654805,"score_gpt":0.3106748020015582,"score_spread":0.2601151734360777,"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."}}