{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002050606,0.001490658,0.001106242,0.002696135,0.002429506,0.008143694,0.003230916,0.003007208,0.472743],"category_scores_gemma":[0.006502356,0.0007779362,0.001012453,0.002049063,0.001003231,0.004796484,0.005487242,0.002651377,0.2882946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001716427,"about_ca_system_score_gemma":0.00429691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004400838,"about_ca_topic_score_gemma":0.005102856,"domain_scores_codex":[0.9972174,0.0004171599,0.0001444374,0.000770478,0.001149349,0.000301141],"domain_scores_gemma":[0.995755,0.0008278069,0.0002349824,0.0008967222,0.001357749,0.0009277663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001010989,0.0002515735,0.002122747,0.0008856338,0.00005238814,0.0007845222,0.0006302622,0.001369114,0.006745387,0.04252097,0.5563378,0.3872887],"study_design_scores_gemma":[0.0000796728,0.00007191285,0.0006198965,0.0001257712,0.00002200694,0.0003620325,0.0001411292,0.001725447,0.002057321,0.006410189,0.9883504,0.00003436729],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.007277597,0.002949373,0.06000167,0.005334505,0.003323556,0.0006968992,0.01332842,0.06069478,0.8463932],"genre_scores_gemma":[0.0515565,0.002876559,0.05557552,0.003289152,0.0006722437,0.001097669,0.03215849,0.01758636,0.8351876],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.472743,"threshold_uncertainty_score":0,"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."}}