{"id":"W4389141545","doi":"10.1007/s10664-023-10399-4","title":"Unreproducible builds: time to fix, causes, and correlation with external ecosystem factors","year":2023,"lang":"en","type":"article","venue":"Empirical Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Software; Process (computing); Reproducibility; Cyclomatic complexity; Software engineering; Data science; Operating system; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006518168,0.0002933946,0.0003434674,0.002086558,0.0005485563,0.001971398,0.001009885,0.001138985,0.00473625],"category_scores_gemma":[0.09834314,0.0004894811,0.0006231088,0.001633885,0.001277269,0.002110622,0.001435892,0.002198201,0.0005216803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000886954,"about_ca_system_score_gemma":0.001636397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005384499,"about_ca_topic_score_gemma":0.008559096,"domain_scores_codex":[0.9969878,0.0009901237,0.0004477761,0.0004303468,0.000716276,0.0004276264],"domain_scores_gemma":[0.7642281,0.1638295,0.04883907,0.0116199,0.00571416,0.005769213],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001736947,0.0001865369,0.9921523,0.00002150272,0.00008233988,0.0001050491,0.0003006137,0.001607868,0.0002019977,0.0004856582,0.0001102283,0.004572096],"study_design_scores_gemma":[0.00001875145,0.0001607855,0.9894917,0.00003094155,0.00009778237,0.0004359326,0.0008490774,0.00553341,0.0005151288,0.00232407,0.0005171967,0.00002524345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977914,0.0002556461,0.0007366951,0.00009732312,0.000005609892,0.00001203276,0.0001887362,0.00002211248,0.0008904206],"genre_scores_gemma":[0.9993871,0.0000547219,0.0001992388,0.000006890366,0.000004959698,0.000006300683,0.000109662,0.00001195299,0.0002191508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9934818,"threshold_uncertainty_score":0.03447181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01973823812831424,"score_gpt":0.2571878401707685,"score_spread":0.2374496020424542,"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."}}