{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001803088,0.0006180045,0.0005349684,0.0007115348,0.001426953,0.007959535,0.0008276235,0.003137175,0.0192866],"category_scores_gemma":[0.01080607,0.0003975514,0.000265134,0.0008968739,0.003582721,0.01249682,0.002099572,0.003314389,0.0195502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199672,"about_ca_system_score_gemma":0.001037117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001422132,"about_ca_topic_score_gemma":0.001625191,"domain_scores_codex":[0.9951524,0.0009478405,0.0002456883,0.0006118239,0.002713358,0.0003289665],"domain_scores_gemma":[0.9911177,0.001910973,0.0008413202,0.002374972,0.00339316,0.0003618123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000264514,0.00005611189,0.004579173,0.0007802573,0.00006759006,0.0008050114,0.001441379,0.0004286141,0.008262734,0.2414264,0.3855518,0.3563365],"study_design_scores_gemma":[0.00001567138,0.00007433476,0.002484217,0.0006528144,0.00004251906,0.003058993,0.001511975,0.001605368,0.01214918,0.05965689,0.9186773,0.00007064341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03481722,0.03779477,0.1189881,0.2353492,0.03026596,0.0002433635,0.002329253,0.004873223,0.5353389],"genre_scores_gemma":[0.3207019,0.02582539,0.05744858,0.05135517,0.007584695,0.0001455456,0.001839003,0.002373945,0.5327259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0192866,"threshold_uncertainty_score":0.06452012,"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."}}