{"id":"W7081910338","doi":"10.1016/j.iot.2025.101759","title":"A study on vulnerability analysis process of generative AI-based digital medical contents","year":2025,"lang":"en","type":"article","venue":"Internet of Things","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute for Information and Communications Technology Promotion; Information Technology Research Centre; Ministry of Science and ICT, South Korea; Sunchon National University","keywords":"Process (computing); Vulnerability (computing); Generative grammar; Vulnerability assessment; Generative model","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":[],"consensus_categories":[],"category_scores_codex":[0.001961782,0.0002857388,0.0001473165,0.001896969,0.001278605,0.002311906,0.0006968583,0.0007105813,0.004548149],"category_scores_gemma":[0.01189739,0.0001915527,0.0004839542,0.001231958,0.001270338,0.003117516,0.0009936738,0.0007437387,0.0004302303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001489173,"about_ca_system_score_gemma":0.00159033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005194861,"about_ca_topic_score_gemma":0.003278036,"domain_scores_codex":[0.9985334,0.0007102881,0.00005880664,0.0001683313,0.0004072223,0.0001219962],"domain_scores_gemma":[0.9910492,0.00660831,0.000483546,0.0005692595,0.001077051,0.0002126364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003833262,0.0007406204,0.1378052,0.0006070682,0.0001280502,0.004766245,0.1634611,0.02332651,0.03220871,0.3331386,0.007135865,0.2962987],"study_design_scores_gemma":[0.00005699427,0.0006921305,0.08175578,0.0006012913,0.000445274,0.004094895,0.1273492,0.4459736,0.05172716,0.1893083,0.09778772,0.0002077182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8235857,0.0003236927,0.113022,0.001663853,0.00005839906,0.0003248481,0.0001525851,0.0003774292,0.06049153],"genre_scores_gemma":[0.9836156,0.0001157541,0.01266977,0.00006515632,0.000007624628,0.00003991151,0.0000641236,0.00003356146,0.003388622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005194861,"threshold_uncertainty_score":0.0152151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01877308661267095,"score_gpt":0.3038438116663354,"score_spread":0.2850707250536644,"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."}}