{"id":"W3094013987","doi":"10.1109/aire51212.2020.00013","title":"Traceability Network Analysis: A Case Study of Links in Issue Tracking Systems","year":2020,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Traceability; TRACE (psycholinguistics); Computer science; Artifact (error); Perspective (graphical); Closure (psychology); Software; Property (philosophy); Resource (disambiguation); Requirements traceability; Process (computing); Link (geometry); Software engineering; Data mining; Data science; Software development; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008994422,0.00009561116,0.0003299468,0.0001505145,0.00002726405,0.00008731704,0.0005531922,0.0000685725,0.00001083826],"category_scores_gemma":[0.0003510773,0.00008681892,0.00005855401,0.003613397,0.00001131864,0.0001788322,0.0001800633,0.0003345145,0.000005461215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003482079,"about_ca_system_score_gemma":0.00003238879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001920374,"about_ca_topic_score_gemma":0.0003852934,"domain_scores_codex":[0.9984424,0.0001841223,0.0003837453,0.0003992802,0.0003420336,0.0002484506],"domain_scores_gemma":[0.9985276,0.0006870955,0.00004463826,0.0005390694,0.00008388906,0.0001177462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000374715,0.000213466,0.410868,0.00005565787,0.0001299529,0.001089653,0.00923414,0.576768,0.000006876028,0.00006094215,0.00007441857,0.001495165],"study_design_scores_gemma":[0.0002701136,0.0002054862,0.05307914,0.00000800297,0.00002533822,0.00002774532,0.002207257,0.9440469,0.00001196129,0.000003554192,0.00001991886,0.00009455391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7832766,0.0001505646,0.2157603,0.0001523717,0.00007276933,0.000344858,2.896774e-7,0.0002181146,0.00002418193],"genre_scores_gemma":[0.9967607,6.597036e-7,0.003111026,0.00001909678,0.00006962002,0.00002134546,1.760245e-7,0.000005460378,0.00001191356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.367279,"threshold_uncertainty_score":0.3540373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04344609290700889,"score_gpt":0.306303241064092,"score_spread":0.2628571481570831,"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."}}