{"id":"W4237994607","doi":"10.36227/techrxiv.12089535","title":"Encrypted Communications: It's not what it seems.","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Encryption; Computer science; On-the-fly encryption; Computer security; Secure communication; Communication source; Android (operating system); Computer network; Operating system","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003509554,0.0002302289,0.0002555845,0.0001094496,0.0001667302,0.001533289,0.004499657,0.00027106,0.00008962272],"category_scores_gemma":[0.0001111382,0.000229038,0.0001435523,0.0003221731,0.00005623695,0.0009108462,0.005410207,0.0008917223,0.0005693689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007971001,"about_ca_system_score_gemma":0.0001609718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003944042,"about_ca_topic_score_gemma":0.0001416279,"domain_scores_codex":[0.9982928,0.0001780082,0.0003471397,0.0006397314,0.000345472,0.0001968391],"domain_scores_gemma":[0.9960853,0.0002163934,0.0001838717,0.003247315,0.0001408942,0.0001262463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003878419,0.0003354395,0.00008614719,0.0003994975,0.0003886124,0.00003419532,0.0199993,0.001151734,0.002968159,0.1736459,0.2503262,0.5506259],"study_design_scores_gemma":[0.0003723796,0.0001059037,0.0007069359,0.000513742,0.00004536886,0.00002130223,0.0004886019,0.5646806,0.005512211,0.04684942,0.3796458,0.00105765],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001569973,0.0008721738,0.7077284,0.265892,0.00336552,0.0004301666,0.000004623207,0.00105272,0.02049739],"genre_scores_gemma":[0.6791285,0.009017695,0.2604584,0.04869433,0.0005454426,0.0001987037,0.0001101154,0.00004578231,0.001800979],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6789715,"threshold_uncertainty_score":0.9995032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102912741429214,"score_gpt":0.3090357881626516,"score_spread":0.2061230467334377,"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."}}