{"id":"W2587084920","doi":"","title":"Classifying And Predicting Software Security Vulnerabilities based on Reproducibility","year":2017,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Research Chairs","keywords":"Reproducibility; Computer science; Software; Software security assurance; Computer security; Data mining; Information security; Statistics; Mathematics; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007164393,0.001055165,0.000796094,0.01145001,0.0006418711,0.00217483,0.001326096,0.0009465561,0.0006343313],"category_scores_gemma":[0.06252495,0.0004453591,0.001541803,0.004089355,0.001273656,0.003431079,0.001896926,0.0008280776,0.0003480357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045369,"about_ca_system_score_gemma":0.001227832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00816401,"about_ca_topic_score_gemma":0.007185813,"domain_scores_codex":[0.9914212,0.001226234,0.001002183,0.001455878,0.004384242,0.0005102631],"domain_scores_gemma":[0.89455,0.04793747,0.02824009,0.01203358,0.01579217,0.001446767],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001303947,0.0001296586,0.8649294,0.0001182868,0.0001958795,0.0003462764,0.0005585018,0.03055524,0.005092094,0.00132355,0.0009827096,0.09563787],"study_design_scores_gemma":[0.00001829868,0.0003444268,0.5405117,0.00009767064,0.0002194791,0.0008496195,0.0005727419,0.4351209,0.01346545,0.006963398,0.001692746,0.0001434441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8983588,0.0003966292,0.09505972,0.0002726417,0.00002965949,0.0001845548,0.0008181045,0.00195307,0.002926872],"genre_scores_gemma":[0.968632,0.0001345446,0.02971772,0.00003154443,0.00002242974,0.00007543799,0.0009003826,0.0001102916,0.0003756811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9928356,"threshold_uncertainty_score":0.03788936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311275759682761,"score_gpt":0.2368062556348991,"score_spread":0.2236934980380715,"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."}}