{"id":"W4229869920","doi":"10.1007/978-1-4939-7131-2_100623","title":"Malware","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Malware; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006630051,0.0002420669,0.0001966272,0.0001718616,0.00006239785,0.00006951534,0.0009656423,0.0002589556,0.002774449],"category_scores_gemma":[0.00001010835,0.000226447,0.0001040472,0.00003103332,0.00006778092,0.0002659414,0.0004921094,0.0002189631,0.00234778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006808823,"about_ca_system_score_gemma":0.00004077715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001611071,"about_ca_topic_score_gemma":0.000005834364,"domain_scores_codex":[0.9988782,0.000004104209,0.0001969194,0.000513254,0.000238336,0.0001692124],"domain_scores_gemma":[0.9985716,0.00002617767,0.0001256441,0.001039141,0.000165258,0.00007219366],"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":[9.170011e-7,0.000002058818,1.029182e-7,0.000007576797,0.000009548536,0.00001850764,0.00001771254,1.376035e-7,0.00001278621,0.8858361,0.05801424,0.0560803],"study_design_scores_gemma":[0.00002150636,0.00006771889,4.209006e-7,0.00002543183,0.000002061652,0.00002471197,3.342666e-7,0.00006253039,0.001990964,0.3471227,0.6504743,0.000207371],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[5.14405e-8,0.00003377494,0.499031,0.00007071358,0.0001989962,0.00008162014,0.000001746353,0.001338409,0.4992437],"genre_scores_gemma":[0.00003243945,0.00003590092,0.2265718,0.0004524355,0.0001671531,0.000007906096,0.00000205156,0.00002816091,0.7727022],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.59246,"threshold_uncertainty_score":0.998429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608887688430394,"score_gpt":0.2403706204899215,"score_spread":0.2242817436056175,"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."}}