{"id":"W2809447890","doi":"10.1145/3183440.3183473","title":"MDebugger","year":2018,"lang":"en","type":"article","venue":"","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Debugger; Computer science; Debugging; Programming language; Unified Modeling Language; Model transformation; Dependency (UML); Code generation; Code (set theory); Generator (circuit theory); Modeling language; Software engineering; Operating system; Software; Set (abstract data type); Key (lock); Artificial intelligence","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":[0.001409985,0.0008933077,0.0005642435,0.001126766,0.0004491125,0.001642865,0.00183632,0.001035343,0.06786108],"category_scores_gemma":[0.007017243,0.0008244991,0.0005837448,0.0004540691,0.0003121867,0.00318889,0.0026617,0.001663232,0.0298759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005296561,"about_ca_system_score_gemma":0.001018724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001106418,"about_ca_topic_score_gemma":0.001034241,"domain_scores_codex":[0.9990995,0.0001548038,0.00006368425,0.0002286898,0.0003559378,0.00009728533],"domain_scores_gemma":[0.9982265,0.0005632722,0.0001188125,0.0006470928,0.0003528952,0.0000914513],"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":[0.00104682,0.0001981309,0.003536709,0.0009393232,0.00007933757,0.0005833909,0.0008207511,0.00650792,0.01701223,0.05694614,0.3456988,0.5666304],"study_design_scores_gemma":[0.0002326066,0.0001354763,0.001147915,0.0001851509,0.00005488021,0.0008217251,0.00009830273,0.05273311,0.03313484,0.02101492,0.8903522,0.00008885961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.009159165,0.0005950407,0.4217545,0.0006861946,0.0004678794,0.0003283511,0.006490075,0.5038335,0.05668528],"genre_scores_gemma":[0.219418,0.00117096,0.468122,0.00151544,0.0001831225,0.001058126,0.03024136,0.08439457,0.1938965],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.06786108,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008408820911106047,"score_gpt":0.2286481961913518,"score_spread":0.2202393752802457,"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."}}