{"id":"W4234335214","doi":"10.1007/978-3-319-30303-1","title":"Foundations and Practice of Security","year":2016,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Cybersecurity and Cyber Warfare Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Programming language; Software engineering; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00178577,0.0001645278,0.0002809168,0.0002291753,0.0005795281,0.0001218071,0.0005475962,0.0001846176,0.00003381306],"category_scores_gemma":[0.002238997,0.0001397253,0.00005011789,0.000444027,0.003781871,0.0004791644,0.0003786899,0.0002874061,0.000007946602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002420099,"about_ca_system_score_gemma":0.001275153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004306723,"about_ca_topic_score_gemma":0.0040948,"domain_scores_codex":[0.9980946,0.0001589401,0.0002415475,0.0004866419,0.0006842224,0.0003340647],"domain_scores_gemma":[0.9962062,0.002842382,0.000219787,0.0002750769,0.0003707595,0.00008584264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002761571,0.0001126369,0.0002809158,0.0001067542,0.0000516319,0.00002434196,0.1812949,0.00005613212,0.00002211891,0.1362874,0.001087307,0.6806482],"study_design_scores_gemma":[0.000289864,0.0001043992,0.000156648,0.0005738696,0.00004283127,0.00001401645,0.00009262797,0.0002338431,0.00005163612,0.7020048,0.2959062,0.0005293093],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000391353,0.002807038,0.5667838,0.01631791,0.002675256,0.0007809679,0.00004436705,0.0001073093,0.410092],"genre_scores_gemma":[0.9356371,0.003656509,0.05038826,0.00271253,0.003264021,0.00002694209,0.000008978672,0.00004557135,0.004260106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9352458,"threshold_uncertainty_score":0.9989293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948585128206646,"score_gpt":0.3186419016319987,"score_spread":0.2991560503499322,"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."}}