{"id":"W3034567214","doi":"10.36227/techrxiv.12089535.v1","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; Computer network; Communication source; Android (operating system); 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":[0.000350123,0.0002234778,0.000247415,0.000104752,0.0001618658,0.001497079,0.004516589,0.0002653883,0.00008178758],"category_scores_gemma":[0.000101477,0.0002209685,0.0001397892,0.0003061996,0.00005397765,0.0008402204,0.005220621,0.0008704728,0.0005693625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007913383,"about_ca_system_score_gemma":0.0001526511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004304713,"about_ca_topic_score_gemma":0.0001507396,"domain_scores_codex":[0.9983256,0.0001707623,0.0003415123,0.0006233346,0.0003466151,0.0001921785],"domain_scores_gemma":[0.9961693,0.0002092536,0.0001789157,0.00318569,0.0001336111,0.0001232138],"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":[0.00003837654,0.0003496009,0.00009419545,0.0003809132,0.0003940061,0.00003207945,0.02414428,0.001350732,0.003277002,0.1804855,0.292625,0.4968283],"study_design_scores_gemma":[0.0003258551,0.00009612703,0.0005984814,0.0004558862,0.00003733221,0.00001886261,0.0004697405,0.5835444,0.004687624,0.04229208,0.3665432,0.0009303523],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001337933,0.0006612111,0.694108,0.2814682,0.003676906,0.0004076028,0.000004281728,0.0009804582,0.01855958],"genre_scores_gemma":[0.692103,0.008683002,0.2397565,0.05623252,0.0005787605,0.0002141498,0.0001130642,0.0000468935,0.002272094],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6919692,"threshold_uncertainty_score":0.9995394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1164925322352546,"score_gpt":0.3109202310879863,"score_spread":0.1944276988527316,"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."}}