{"id":"W2023925487","doi":"10.1109/ase.2013.6693113","title":"AutoComment: Mining question and answer sites for automatic comment generation","year":2013,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":256,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Java; Programming language; Android (operating system); Maintainability; Codebase; Source code; Leverage (statistics); Static program analysis; Code (set theory); Software; Software engineering; Information retrieval; Software development; Artificial intelligence; Operating system","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":[0.0002358615,0.00006498407,0.00006254134,0.00006737422,0.00007406839,0.0002584953,0.00015466,0.00002583724,0.00002290044],"category_scores_gemma":[0.0001268837,0.00005644003,0.00001309408,0.00008302106,0.000009586599,0.0003917192,0.00008572968,0.00003094824,0.00001793632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003584583,"about_ca_system_score_gemma":0.00001018703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000239665,"about_ca_topic_score_gemma":0.000001929621,"domain_scores_codex":[0.9994298,0.00002259221,0.0001060744,0.0001619491,0.0001229955,0.0001565596],"domain_scores_gemma":[0.9993185,0.0003595007,0.0000171407,0.0001858174,0.00006103865,0.00005799918],"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":[0.000001471622,0.0001699958,0.02415358,0.0002374636,0.00006116208,0.000001890286,0.002433217,0.001218652,0.02155003,0.06730048,0.3475405,0.5353315],"study_design_scores_gemma":[0.0001647737,0.00006610793,0.0112627,0.00001040453,0.000001222015,0.000001713449,0.000008961733,0.984715,0.001914691,0.000317247,0.001460361,0.00007681613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1474311,0.00003417731,0.8450994,0.006490428,0.00009204651,0.000507734,2.911236e-7,0.0002979686,0.00004682862],"genre_scores_gemma":[0.526702,0.000002193138,0.471545,0.001115071,0.00005622149,0.0003712148,0.00000642565,0.000007055173,0.0001947761],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9834964,"threshold_uncertainty_score":0.2492676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220982148554852,"score_gpt":0.2881573115804266,"score_spread":0.255947490094878,"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."}}