{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005876924,0.001071205,0.0006022126,0.006298945,0.0009321585,0.002038126,0.002279096,0.0009111975,0.001276604],"category_scores_gemma":[0.04268187,0.0006047768,0.0007688554,0.004110683,0.001475567,0.0040063,0.002600923,0.001546299,0.0008710676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102623,"about_ca_system_score_gemma":0.001674484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006153899,"about_ca_topic_score_gemma":0.009097262,"domain_scores_codex":[0.993846,0.0007740334,0.0006104369,0.001337905,0.002917932,0.0005137781],"domain_scores_gemma":[0.9607701,0.01447517,0.00790942,0.008771083,0.007001151,0.00107302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007928875,0.0004503234,0.4218754,0.001805355,0.0003314998,0.003270901,0.007304147,0.06986307,0.03102604,0.006164126,0.05266831,0.4044479],"study_design_scores_gemma":[0.0001034215,0.0009207701,0.2688496,0.0004347221,0.0003359592,0.006604498,0.005406652,0.5613014,0.07018939,0.01398047,0.07142612,0.0004470487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.797446,0.001874151,0.1315688,0.0008285228,0.0002073671,0.0004231105,0.0076175,0.05487389,0.005160662],"genre_scores_gemma":[0.9245852,0.0004420436,0.05828166,0.0001651165,0.00004465129,0.0002369325,0.00999243,0.003401754,0.002850244],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006298945,"threshold_uncertainty_score":0.03108054,"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."}}