{"id":"W4415230426","doi":"10.1609/aies.v8i2.36630","title":"An Audit and Analysis of LLM-Assisted Health Misinformation Jailbreaks Against LLMs","year":2025,"lang":"en","type":"article","venue":"Proceedings of the AAAI/ACM Conference on AI Ethics and Society","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Misinformation; Audit; SWORD; Work (physics); Custodians","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":[0.003819028,0.0001089585,0.000364048,0.000126128,0.0008348175,0.0001388341,0.0003651376,0.0001813415,0.00001222954],"category_scores_gemma":[0.0008023049,0.00008360892,0.0002077145,0.001252913,0.0005327546,0.0002140721,0.000117851,0.0004317311,1.528573e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004915243,"about_ca_system_score_gemma":0.0004682888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008009991,"about_ca_topic_score_gemma":0.0001981188,"domain_scores_codex":[0.9986573,0.0001080959,0.0003763683,0.0002114141,0.0004868423,0.0001599144],"domain_scores_gemma":[0.9979435,0.0004529719,0.0004255767,0.0001229575,0.0009711027,0.00008386291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002549635,0.0001642348,0.0182495,0.0003360612,0.0008789939,2.02125e-8,0.1043585,0.00006378903,0.001212713,0.7998547,0.001231473,0.0736245],"study_design_scores_gemma":[0.001056651,0.0003156212,0.5799007,0.0007970114,0.001560307,3.704171e-7,0.08951403,0.1609264,0.0008466744,0.1591399,0.005362219,0.0005800751],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065579,0.0001915268,0.001809605,0.07122548,0.0001135688,0.0003295098,0.00003461194,0.0000432479,0.01969454],"genre_scores_gemma":[0.992791,0.00119,0.003249005,0.002415292,0.00001684699,0.000003871048,0.000008204848,0.000002857056,0.0003229232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6407148,"threshold_uncertainty_score":0.6420826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07402108718209562,"score_gpt":0.4200926547853142,"score_spread":0.3460715676032186,"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."}}