{"id":"W1794343297","doi":"10.1145/2699697","title":"aToucan","year":2015,"lang":"en","type":"article","venue":"ACM Transactions on Software Engineering and Methodology","topic":"Software Engineering Research","field":"Computer Science","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Sequence diagram; Use Case Diagram; Class diagram; Traceability; Programming language; Unified Modeling Language; Software engineering; Completeness (order theory); Activity diagram; Class (philosophy); Requirements traceability; Consistency (knowledge bases); Requirements analysis; Artificial intelligence; Software; Requirement","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":[0.0009577145,0.000177595,0.0002260969,0.0003210319,0.00006378993,0.00005003136,0.0006335475,0.0001277989,0.000007226413],"category_scores_gemma":[0.004814645,0.0001793031,0.00005221034,0.0004346499,0.00003498757,0.0001879805,0.00003823586,0.0003859932,0.00003029661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006310984,"about_ca_system_score_gemma":0.00007300515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002786017,"about_ca_topic_score_gemma":0.000001558034,"domain_scores_codex":[0.9987276,0.0001294484,0.0001618759,0.0003901527,0.0002155166,0.0003753642],"domain_scores_gemma":[0.9951756,0.003618206,0.00001910042,0.000787502,0.00007906857,0.0003205523],"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":[0.00007209157,0.0001961101,0.003210567,0.0001595259,0.0002827427,0.0001620341,0.004040672,0.2279458,0.001102309,0.01057692,0.001062316,0.7511889],"study_design_scores_gemma":[0.01802953,0.008469487,0.09919793,0.0007293546,0.0003678313,0.00743788,0.0009870464,0.2751997,0.1144155,0.04034393,0.424621,0.01020084],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01757313,0.0002673346,0.9796966,0.0003223206,0.0009376822,0.00008720261,0.000002695859,0.001105005,0.000008001969],"genre_scores_gemma":[0.1085535,0.00002964093,0.8910326,0.00009416519,0.00004675213,0.0000428321,8.961637e-7,0.00002478251,0.0001747776],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.740988,"threshold_uncertainty_score":0.7311768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.149141122782783,"score_gpt":0.3429532425541449,"score_spread":0.1938121197713619,"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."}}