{"id":"W4299506983","doi":"10.1145/1280720.1280817","title":"DirectCam","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.0006153408,0.001490121,0.002117161,0.001497765,0.0009874448,0.003170462,0.002636103,0.003714797,0.8560438],"category_scores_gemma":[0.002275088,0.0009393597,0.0008848849,0.0008758837,0.0008601229,0.002103193,0.002458958,0.002523906,0.7319453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005939883,"about_ca_system_score_gemma":0.001003568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0017206,"about_ca_topic_score_gemma":0.001741881,"domain_scores_codex":[0.9992999,0.00006274868,0.00002675143,0.0001786606,0.0003291328,0.0001027505],"domain_scores_gemma":[0.99887,0.000248445,0.00004369915,0.0002253617,0.0003281189,0.0002843085],"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":[0.001393343,0.0002458416,0.0002968512,0.001545435,0.00004560356,0.0005936911,0.00007683469,0.0001503203,0.01395589,0.00272323,0.6303071,0.3486658],"study_design_scores_gemma":[0.0001466934,0.000211643,0.0005536901,0.0002090816,0.00003229751,0.0006013947,0.00006090675,0.0002729716,0.005251448,0.0008746037,0.9917628,0.00002265084],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.00316918,0.007038474,0.009809067,0.004106296,0.006625242,0.0005153674,0.01435855,0.01038933,0.9439886],"genre_scores_gemma":[0.01636864,0.003020938,0.002471425,0.001237058,0.0005130901,0.0002217556,0.007449948,0.001188809,0.9675283],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.8560438,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006247449263142511,"score_gpt":0.2606151547740524,"score_spread":0.2543677055109099,"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."}}