{"id":"W1978796369","doi":"10.1109/socialinformatics.2012.11","title":"Towards Next Generation Requirements Engineering","year":2012,"lang":"en","type":"article","venue":"","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Bio-Systems (Canada); Concordia University","funders":"","keywords":"Agile software development; Compendium; Computer science; Software engineering; Requirements engineering; Process (computing); Social software engineering; Software; Software development; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001318553,0.00008943312,0.00006296371,0.00006554803,0.00005376638,0.0001051479,0.0003899777,0.00003010951,0.00004458901],"category_scores_gemma":[0.00000257258,0.00007329084,0.00002752924,0.0002306332,0.000002578796,0.001135672,0.0001636233,0.00005060803,0.0001055504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001696016,"about_ca_system_score_gemma":0.0000121404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006478974,"about_ca_topic_score_gemma":0.00001189645,"domain_scores_codex":[0.9992723,0.00001300806,0.0001123377,0.0001466673,0.0001860052,0.0002696593],"domain_scores_gemma":[0.9995366,0.000009300265,0.00002381496,0.0002987707,0.00002852622,0.0001029846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003344681,0.0001996426,0.00361622,0.00006787326,0.00007490629,0.00000434876,0.009168971,0.001388096,0.256896,0.5333319,0.001604277,0.1936444],"study_design_scores_gemma":[0.0005613352,0.0001007048,0.01243098,0.00002897309,0.00001754564,0.0000335471,0.0001162173,0.5998074,0.2474687,0.0005687933,0.138125,0.0007407283],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.142763,0.0002876357,0.8434553,0.0007673191,0.001377642,0.00009003771,2.935556e-7,0.0003158302,0.01094299],"genre_scores_gemma":[0.9140882,0.000005476003,0.08366519,0.001659729,0.0004878493,0.000007658829,0.000003960768,0.000005749326,0.00007618943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7713252,"threshold_uncertainty_score":0.2988714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.051209422802887,"score_gpt":0.2556054887035418,"score_spread":0.2043960659006548,"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."}}