{"id":"W2087975566","doi":"10.1145/1866739.1866764","title":"The ephemeral legion","year":2010,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Information and Cyber Security","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Ephemeral key; Computer science; Computer security","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":["open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0003124862,0.00003321752,0.00003297246,0.0000123898,0.000584465,0.00006453267,0.04431708,0.00002183635,0.000002895263],"category_scores_gemma":[0.001426883,0.00001843404,0.00004744456,0.0001730637,0.0001915051,0.0002253405,0.01600964,0.0002170125,0.00003125736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004642223,"about_ca_system_score_gemma":0.00003550474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002573408,"about_ca_topic_score_gemma":0.0001565941,"domain_scores_codex":[0.9996014,0.00005519675,0.0001342637,0.00003802765,0.0001021318,0.00006893487],"domain_scores_gemma":[0.9702225,0.0001734529,0.00009467849,0.02940446,0.00008984581,0.00001502303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.009631e-7,0.00001962559,0.0001531994,7.140521e-7,0.000003253476,4.093504e-9,0.0008281583,9.829099e-7,0.0003507365,0.9708353,0.02141681,0.006390817],"study_design_scores_gemma":[0.000121206,0.00000786823,0.01106837,0.000005440333,0.000003311303,0.000005472862,0.00007891915,0.007726903,0.003246405,0.3172778,0.6603877,0.00007065028],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0654357,0.0004060404,0.003539534,0.8125083,0.001723966,0.000390447,0.000003259365,0.0001611822,0.1158316],"genre_scores_gemma":[0.9452093,0.00005753306,0.05405289,0.0004682601,0.00001084633,0.000009493401,8.266365e-7,0.000001539562,0.0001893238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8797736,"threshold_uncertainty_score":0.9919487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384083974645338,"score_gpt":0.2787600342967978,"score_spread":0.2549191945503444,"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."}}