{"id":"W4390679819","doi":"10.1109/dsc59305.2023.00078","title":"FixGPT: A Novel Three-Tier Deep Learning Model for Automated Program Repair","year":2023,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Computer science; Identifier; Artificial intelligence; Machine learning; Deep learning; Benchmarking; Transformer; Data mining; 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":[0.0007905386,0.0001448415,0.0001508475,0.0001539869,0.0002168131,0.0001466098,0.0005294471,0.00008634959,0.000001677014],"category_scores_gemma":[0.000563413,0.0001263652,0.0001188767,0.0007213216,0.00002745099,0.0002068093,0.000287285,0.0001228576,0.00003385319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002763263,"about_ca_system_score_gemma":0.00005268924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004225797,"about_ca_topic_score_gemma":0.00001170492,"domain_scores_codex":[0.9987143,0.00002110786,0.000203449,0.0004408778,0.0002020511,0.000418234],"domain_scores_gemma":[0.9989529,0.0003065999,0.0000625625,0.0004685467,0.0001333108,0.00007610406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001026049,0.0003640152,0.008887991,0.0001529151,0.00007764949,0.00002074781,0.001592628,0.08057761,0.0001307487,0.01329963,0.3031842,0.5917016],"study_design_scores_gemma":[0.0001721886,0.0001409761,0.0008970666,0.00002546559,0.000004439015,0.000007694133,0.00000211346,0.9806821,0.00002694264,0.0172735,0.0005825207,0.0001849258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006019663,0.000007906458,0.6065494,0.0001589472,0.00005292098,0.0002828544,5.704393e-7,0.3920314,0.0003140815],"genre_scores_gemma":[0.0433546,0.00000121888,0.9546942,0.0001434463,0.00002684219,0.0004023587,0.000008416321,0.00002390514,0.001345046],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9001045,"threshold_uncertainty_score":0.5153025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05362357196662688,"score_gpt":0.3244303272742805,"score_spread":0.2708067553076536,"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."}}