{"id":"W1177422127","doi":"10.2139/ssrn.2621846","title":"So You Think You are Safe: Implications of Quality Uncertainty in Security Software","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Quality (philosophy); Software; Computer science; Software quality; Computer security; Risk analysis (engineering); Business; Software development","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":[0.003768056,0.0001289455,0.0002184597,0.0001471111,0.0001716534,0.0001064568,0.0008294772,0.0001026452,0.000004163495],"category_scores_gemma":[0.0004073812,0.0001188647,0.00009979193,0.0005542875,0.00005184958,0.0004908824,0.0001040484,0.00135598,0.00001069498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065141,"about_ca_system_score_gemma":0.002451255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009909964,"about_ca_topic_score_gemma":0.005602713,"domain_scores_codex":[0.9976925,0.0002575016,0.0004253671,0.0002633625,0.0003468762,0.001014456],"domain_scores_gemma":[0.9987029,0.00007782456,0.0003672507,0.0004557802,0.000269063,0.0001271474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001490726,0.0005132135,0.1294183,0.00003639213,0.0001447819,0.000005887039,0.01166769,0.003387099,0.0003196973,0.739732,0.0009226825,0.1137032],"study_design_scores_gemma":[0.0006852873,0.0002010249,0.03010949,0.00002283317,0.000008272211,0.0001686001,0.001029595,0.001029538,0.00009466886,0.9654482,0.001022996,0.0001794818],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.652504,0.002576245,0.3365393,0.007014953,0.0006066705,0.0001988335,0.00001028289,0.0001330983,0.0004166143],"genre_scores_gemma":[0.998585,0.0002365077,0.0008056476,0.0001361322,0.0001360973,0.000004341859,0.000002713337,0.000008012275,0.00008551866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.346081,"threshold_uncertainty_score":0.5891135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02387387093115234,"score_gpt":0.2880405917282068,"score_spread":0.2641667207970545,"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."}}