{"id":"W6969021825","doi":"10.5281/zenodo.4458586","title":"Online Artifact for On Using Stack Overflow Comment-Edit Pairs to Recommend Code maintenance Changes","year":2021,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Code (set theory); Stack (abstract data type); Artifact (error); Source code; Software maintenance; Program code","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001090109,0.0008040961,0.0008598556,0.0004265295,0.000111139,0.0001375719,0.0005891804,0.0004817478,0.5385674],"category_scores_gemma":[0.001560321,0.0008254231,0.0002467672,0.0004338608,0.000009311291,0.00004512316,0.0003486588,0.0004609865,0.009202516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007469261,"about_ca_system_score_gemma":0.0001446662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007162926,"about_ca_topic_score_gemma":0.00602837,"domain_scores_codex":[0.9969702,0.0001263254,0.0003515783,0.001059468,0.0004981416,0.0009943139],"domain_scores_gemma":[0.9975173,0.0002438817,0.0005640341,0.001124863,0.0002170826,0.0003327646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007051454,0.0002675203,0.000002523123,0.001049336,0.0001688502,0.00004353848,0.00004782311,0.00005430145,0.00009932229,0.000002589446,0.9965608,0.001632906],"study_design_scores_gemma":[0.0007833173,0.0002223215,0.00002666961,0.0383281,0.00004375302,0.000005818051,0.00007575427,0.0007390471,0.000497718,0.000004205173,0.9583859,0.0008873427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000005389226,0.0006904021,0.000006813412,0.002743294,0.00043678,0.002181083,0.9728856,0.0004336227,0.02061703],"genre_scores_gemma":[0.00002072274,0.00001327963,0.002670063,0.008227648,0.002329605,0.0007082344,0.7493031,0.002749965,0.2339774],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5293649,"threshold_uncertainty_score":0.9994197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2188212877368821,"score_gpt":0.3701327139084428,"score_spread":0.1513114261715607,"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."}}