{"id":"W4405425292","doi":"10.2196/59231","title":"Media Framing and Portrayals of Ransomware Impacts on Informatics, Employees, and Patients: Systematic Media Literature Review","year":2024,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Ransomware; Framing (construction); Internet privacy; Posthumanism; Informatics; Psychology; Media studies; Computer science; World Wide Web; Sociology; Engineering; Computer security; Malware; Artificial intelligence","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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009772463,0.0003956475,0.002792529,0.001472847,0.00003362956,0.0003114375,0.001894825,0.0005817397,0.00003055703],"category_scores_gemma":[0.01643959,0.000225138,0.0003575899,0.001066759,0.0002628229,0.0005737434,0.0009125696,0.003831248,0.00001073497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001907297,"about_ca_system_score_gemma":0.0005385442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005210019,"about_ca_topic_score_gemma":0.000003877627,"domain_scores_codex":[0.9910097,0.001041645,0.002988883,0.0002970096,0.004264035,0.0003987779],"domain_scores_gemma":[0.9926715,0.003526389,0.001389952,0.0005494319,0.001176522,0.0006861514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000004872544,0.00004962249,0.000001121058,0.6083086,0.0001544384,0.0002368943,0.001098002,8.176301e-9,2.947238e-8,0.0004705781,0.007437284,0.3822386],"study_design_scores_gemma":[0.0001699349,0.0006436504,0.000001173153,0.9120837,0.0002131369,0.001010795,0.0000346036,0.00004742332,0.000005726203,0.0003626115,0.08525674,0.0001704603],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001312596,0.9930843,0.005235615,0.000212983,0.0004877401,0.0008644069,0.00002002836,0.00003294547,0.00004889877],"genre_scores_gemma":[0.00007894164,0.997377,0.002150906,0.0001120439,0.000172798,0.00003366075,0.00000920411,0.00003206005,0.00003337394],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3820681,"threshold_uncertainty_score":0.998467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05474180483013313,"score_gpt":0.4307670974207557,"score_spread":0.3760252925906226,"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."}}