{"id":"W6931125444","doi":"10.5281/zenodo.14649483","title":"AIM: Automated Input Set Minimization for Metamorphic Security Testing","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Vulnerability (computing); Minification; Set (abstract data type); Vulnerability assessment; Component (thermodynamics); Data set","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":[0.001099488,0.001362652,0.0006971602,0.001208025,0.0004099677,0.0007782325,0.001842824,0.001138954,0.005465049],"category_scores_gemma":[0.003812052,0.0004104056,0.0009851336,0.0006468746,0.0007166417,0.000977884,0.001572147,0.001293376,0.001018182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008437495,"about_ca_system_score_gemma":0.001492024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002095014,"about_ca_topic_score_gemma":0.003312024,"domain_scores_codex":[0.9985757,0.0005183336,0.00006513526,0.0002425827,0.000437461,0.000160819],"domain_scores_gemma":[0.998083,0.001202252,0.0001398595,0.0002793062,0.0002290302,0.00006666494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006070319,0.0005797456,0.005820702,0.0006688224,0.0001435499,0.0003478877,0.0001974595,0.4619115,0.05200084,0.01184008,0.01130038,0.454582],"study_design_scores_gemma":[0.00006335163,0.0001583017,0.0007993422,0.00002706229,0.00002885633,0.0001247637,0.00003870414,0.973737,0.01682735,0.00577723,0.002404849,0.00001306786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.096722,0.0004099201,0.8774236,0.0003977907,0.00005177287,0.0003583948,0.0006073821,0.0167663,0.007262794],"genre_scores_gemma":[0.407418,0.0001276677,0.5861713,0.0002616936,0.00002114596,0.0003715128,0.001394893,0.00101622,0.003217643],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005465049,"threshold_uncertainty_score":0.01828247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04233769188004653,"score_gpt":0.2928514136871828,"score_spread":0.2505137218071362,"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."}}