{"id":"W4416549280","doi":"10.1145/3719027.3767662","title":"SCORED '25: Workshop on Software Supply Chain Offensive Research and Ecosystem Defenses","year":2025,"lang":"","type":"article","venue":"","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Software deployment; Offensive; Supply chain; Software; Trustworthiness; Software security assurance; Distrust","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001905017,0.0003742319,0.0004555602,0.0008969982,0.001129455,0.001476171,0.001129646,0.000314767,0.0002410846],"category_scores_gemma":[0.0007976451,0.0003416928,0.0001131595,0.001815386,0.0002792298,0.0006823413,0.00130499,0.0008748573,0.0005584377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000239756,"about_ca_system_score_gemma":0.0006449081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00011737,"about_ca_topic_score_gemma":0.0006609485,"domain_scores_codex":[0.9958913,0.0005125289,0.0007587423,0.0008525603,0.0009938811,0.0009909309],"domain_scores_gemma":[0.9956595,0.001339049,0.000139483,0.001185375,0.001373301,0.0003032713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001267051,0.0001949522,0.0007225616,0.0003790804,0.00007550503,0.00003729877,0.008450394,0.00003652082,0.000005833395,0.8176563,0.06307949,0.1092354],"study_design_scores_gemma":[0.009734898,0.002934289,0.03477642,0.01185391,0.00008978941,0.0002004486,0.02992237,0.4991732,0.009888018,0.05147087,0.3461976,0.003758163],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3452445,0.00427991,0.2783113,0.03856493,0.008610445,0.006129477,0.0001804726,0.001181265,0.3174976],"genre_scores_gemma":[0.9725639,0.0003886586,0.002992802,0.004043178,0.00009425224,0.00005053894,0.000009235129,0.0000131215,0.01984427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7661854,"threshold_uncertainty_score":0.9999035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0429258640207925,"score_gpt":0.3098981128250184,"score_spread":0.2669722488042259,"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."}}