{"id":"W2604153767","doi":"10.1007/s10664-017-9510-8","title":"An empirical study of unspecified dependencies in make-based build systems","year":2017,"lang":"en","type":"article","venue":"Empirical Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; Polytechnique Montréal; McGill University; Queen's University","funders":"","keywords":"Deliverable; Computer science; Software engineering; Software deployment; sync; Software; Systems engineering; Programming language; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.001221636,0.0003459733,0.000547071,0.0005909106,0.0001711937,0.0004237047,0.002898908,0.0002068761,0.000005891222],"category_scores_gemma":[0.003435492,0.0003415852,0.00009189807,0.0006245866,0.00005784897,0.0005274825,0.0004649704,0.0006357459,0.00001252579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352532,"about_ca_system_score_gemma":0.0001300184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003015068,"about_ca_topic_score_gemma":0.00006804349,"domain_scores_codex":[0.9966729,0.00009355914,0.0006334427,0.0007526159,0.001083217,0.0007642237],"domain_scores_gemma":[0.9956844,0.001371047,0.0001415765,0.002290709,0.0001736812,0.0003385517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001423872,0.0004302912,0.8449474,0.00007838905,0.00001612406,0.0001907948,0.0005401034,0.1529315,0.0001343073,0.00003366713,0.00005959765,0.0006236651],"study_design_scores_gemma":[0.0009211146,0.0003977421,0.880129,0.00007249608,0.000004971868,0.000008765889,0.00006091781,0.1172037,0.0004516084,0.00001010074,0.0003785277,0.0003610397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.603466,0.00008316529,0.3951394,0.00005953497,0.0004544639,0.0003118783,0.000002194377,0.0004754949,0.000007877466],"genre_scores_gemma":[0.9821488,0.000001052301,0.01756451,0.00002164008,0.0001265143,0.00006546595,0.000002080394,0.00004991682,0.00002002801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3786828,"threshold_uncertainty_score":0.9999036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05014827432941954,"score_gpt":0.3386470064963655,"score_spread":0.2884987321669459,"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."}}