{"id":"W4408014634","doi":"10.22152/programming-journal.org/2026/10/13","title":"PolyDebug: A Framework for Polyglot Debugging","year":2025,"lang":"en","type":"article","venue":"The Art Science and Engineering of Programming","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Polyglot; Debugging; Computer science; 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":[0.001024675,0.0001204957,0.0001409862,0.0002450606,0.000217798,0.00015793,0.001028975,0.00003825606,2.341128e-7],"category_scores_gemma":[0.0002079845,0.00009485894,0.00004067035,0.001079548,0.0001643134,0.0003557689,0.0003422834,0.0001220225,5.345033e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003841447,"about_ca_system_score_gemma":0.00009617866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000762977,"about_ca_topic_score_gemma":3.418412e-7,"domain_scores_codex":[0.9989209,0.000005183595,0.0001778144,0.0002751618,0.0002425905,0.0003783059],"domain_scores_gemma":[0.9990965,0.0002153581,0.00004162619,0.0004739456,0.0001146579,0.00005793146],"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":[0.000001542448,0.000009847864,0.0001177622,0.00005751766,0.000008751197,3.701249e-7,0.0003436347,0.000983774,0.003500198,0.781556,0.00005860515,0.213362],"study_design_scores_gemma":[0.00019059,0.0001184702,0.00217775,0.0005558296,0.00002333208,0.0000145618,0.00002048694,0.8669259,0.03282997,0.01914206,0.07763707,0.0003639666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004578942,0.0002759286,0.9930724,0.0009965473,0.0001907192,0.000275938,4.114478e-7,0.000575794,0.00003332926],"genre_scores_gemma":[0.391309,0.000005743696,0.6085386,0.00005454194,0.00001374371,0.00005395761,9.705798e-8,0.000005007151,0.00001934659],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8659421,"threshold_uncertainty_score":0.3868236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009699444165104274,"score_gpt":0.2601179501833422,"score_spread":0.2504185060182379,"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."}}