{"id":"W4319430780","doi":"10.1145/3551902.3565070","title":"Security Patterns for Machine Learning: The Data-Oriented Stages","year":2022,"lang":"en","type":"article","venue":"","topic":"Adversarial Robustness in Machine Learning","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Computer security; Artificial intelligence; Data science; Human–computer interaction","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":[0.01916337,0.001718799,0.0009276328,0.00263365,0.002037328,0.007181488,0.002821025,0.002968151,0.003068413],"category_scores_gemma":[0.04484548,0.001596785,0.001870741,0.001742175,0.008379182,0.01439448,0.006666127,0.007955,0.00170861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001922399,"about_ca_system_score_gemma":0.003147129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001248631,"about_ca_topic_score_gemma":0.000927918,"domain_scores_codex":[0.9819579,0.00676642,0.002588605,0.0022591,0.005652036,0.0007759051],"domain_scores_gemma":[0.9617223,0.01593762,0.002777531,0.01448804,0.004431055,0.0006434257],"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":[0.0001679616,0.0001175731,0.004955517,0.0005727612,0.00008490905,0.0004762167,0.002107306,0.01650575,0.00579753,0.8076452,0.006123938,0.1554453],"study_design_scores_gemma":[0.00002468724,0.0001234063,0.001130086,0.0005705226,0.00006837798,0.0009624361,0.0006340561,0.0816447,0.01818771,0.836785,0.05978239,0.00008672769],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005808604,0.0004905139,0.9840854,0.004071872,0.00009354276,0.0002642757,0.0001222245,0.0007147093,0.00434878],"genre_scores_gemma":[0.09778117,0.0009464884,0.8966118,0.0007986544,0.0001049262,0.0004318419,0.0002994626,0.0003794762,0.002646108],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01916337,"threshold_uncertainty_score":0.1013468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02830365899215078,"score_gpt":0.2898578745624073,"score_spread":0.2615542155702565,"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."}}