{"id":"W2759448433","doi":"10.1109/re.2017.23","title":"New Frontiers for Requirements Engineering","year":2017,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Variety (cybernetics); Domain (mathematical analysis); Engineering ethics; Perspective (graphical); Diversity (politics); Computer science; Ask price; Requirements engineering; Best practice; Software engineering; Engineering management; Epistemology; Engineering; Software; Sociology; Management; Artificial intelligence; Business; Philosophy","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":[0.0001312333,0.00006021183,0.00006106007,0.00003016294,0.0001100249,0.0003456388,0.0009266177,0.00002662385,0.000005653844],"category_scores_gemma":[0.0001837836,0.00005620089,0.00003220475,0.00001870905,0.000002818289,0.0009005195,0.00013373,0.00003467187,0.000004465039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001262847,"about_ca_system_score_gemma":0.00001694924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003878694,"about_ca_topic_score_gemma":5.634816e-7,"domain_scores_codex":[0.999592,0.000001422942,0.00006494948,0.0001374016,0.00007016508,0.0001340408],"domain_scores_gemma":[0.9992493,0.00003453623,0.00004601682,0.0005945543,0.00001660559,0.00005900391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007218399,0.00001437277,0.001893944,0.00003253913,0.00005944444,0.000005920623,0.000120941,0.0003310711,0.000668506,0.2300115,0.3780386,0.388816],"study_design_scores_gemma":[0.0003776768,0.00008661532,0.003311755,0.00002227843,0.000007528317,0.000004449987,0.000001698372,0.2041455,0.009192792,0.008647664,0.7739034,0.0002986831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00006546308,0.00004537745,0.9963685,0.0009664492,0.0008969442,0.00009408002,2.776607e-7,0.0005402208,0.001022734],"genre_scores_gemma":[0.02186064,0.000008033172,0.9765127,0.00005103728,0.00008705591,0.00001130588,2.67619e-7,0.00000631255,0.001462635],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3958648,"threshold_uncertainty_score":0.3333004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03407201264743068,"score_gpt":0.2979133553353104,"score_spread":0.2638413426878797,"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."}}