{"id":"W7027766428","doi":"","title":"DESIGN IN PUBLIC HEALTH CRISES: THE POWER OF EMPATHY IN VISUAL STORYTELLING A MULTI-COUNTRY ANALYSIS OF COVID-19 PUBLIC HEALTH CAMPAIGNS","year":2025,"lang":"en","type":"dissertation","venue":"Rowan Digitals Works (Rowan University)","topic":"Rhetoric and Communication Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; Diafiltration; TSG101; Pretext; Proteogenomics; Fusible alloy; Dysgeusia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00135348,0.0003665712,0.00124965,0.003491455,0.0005699124,0.0002407364,0.0009553842,0.0001742534,0.000129219],"category_scores_gemma":[0.0002681625,0.0003455836,0.0003241749,0.002688239,0.0002978494,0.0005679664,0.0001436978,0.0005225506,0.000001618609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084219,"about_ca_system_score_gemma":0.003704189,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002589299,"about_ca_topic_score_gemma":0.04261178,"domain_scores_codex":[0.996716,0.0008931133,0.0009649573,0.0004586625,0.0004326826,0.0005346245],"domain_scores_gemma":[0.9967521,0.0007568008,0.00124196,0.0006398294,0.0003977871,0.0002115043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002853416,0.002101191,0.006195939,0.000809378,0.002960664,0.00001662285,0.8943347,0.004260039,4.950547e-7,0.08050552,0.002491715,0.006038342],"study_design_scores_gemma":[0.000928779,0.0001747877,0.002283984,0.0004797659,0.0001742147,1.708783e-7,0.90586,0.000507676,9.363536e-7,0.0001154966,0.08905854,0.0004156481],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4603163,0.08687623,0.1370762,0.02436979,0.00342,0.01245746,0.002856959,0.001048015,0.271579],"genre_scores_gemma":[0.9896091,0.00249454,0.00006719493,0.0005373684,0.0000180415,0.000009201865,0.0007365122,0.00002462524,0.006503436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5292928,"threshold_uncertainty_score":0.9998996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.132329098946958,"score_gpt":0.314281176446752,"score_spread":0.181952077499794,"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."}}