{"id":"W4411552880","doi":"10.1109/icse55347.2025.00238","title":"Dockerfile Flakiness: Characterization and Repair","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Data Storage Technologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Characterization (materials science); Computer science; Materials science; Nanotechnology","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":[0.00004577222,0.00005312962,0.0000602749,0.00008763869,0.00005249377,0.00004587909,0.0002949285,0.00003234668,0.00000730876],"category_scores_gemma":[0.0000713609,0.00004555841,0.000009723944,0.0003489925,0.00003382167,0.0006017353,0.0004733162,0.0000401152,0.00001051381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001209197,"about_ca_system_score_gemma":0.00001305945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003068061,"about_ca_topic_score_gemma":0.000002479133,"domain_scores_codex":[0.9995614,0.000006693422,0.00008019307,0.0002185577,0.00004708178,0.0000860276],"domain_scores_gemma":[0.9994685,0.0000234399,0.0000221152,0.0004474748,0.00002804062,0.00001042175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001350716,0.00001016709,0.001019412,0.0000156225,0.000005770443,0.000006227084,0.00002572525,0.000001799994,0.01042326,0.7642397,0.003243032,0.2210079],"study_design_scores_gemma":[0.0004680824,0.0000623361,0.06193521,0.00005713621,0.000007502857,0.00001751656,0.00005124591,0.1006992,0.04758447,0.04925489,0.7394501,0.00041236],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008570493,0.0000419215,0.9854962,0.002075388,0.0001408348,0.0000658279,0.00000264342,0.001774572,0.001832066],"genre_scores_gemma":[0.455815,0.00006930431,0.529304,0.001437228,0.00001762153,0.00003775159,0.00002305644,0.000005158318,0.01329095],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7362071,"threshold_uncertainty_score":0.1857818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007550024644114766,"score_gpt":0.2408845303658232,"score_spread":0.2333345057217084,"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."}}