{"id":"W2225965956","doi":"10.1145/1278780.1278835","title":"DirectCam","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":1,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001775984,0.00003620181,0.00003253789,0.00005916651,0.00003110539,0.00001859051,0.0002546826,0.00001872612,0.00001990778],"category_scores_gemma":[0.00001955935,0.00003171453,0.00001727137,0.0002123352,0.000009034206,0.0002399967,0.0000769334,0.00003870035,0.00006019077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001747408,"about_ca_system_score_gemma":0.00000456169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004942815,"about_ca_topic_score_gemma":0.000005899256,"domain_scores_codex":[0.9996077,0.000003791599,0.00006880734,0.0001216771,0.00007871602,0.0001192945],"domain_scores_gemma":[0.9996464,0.00003666189,0.00001552766,0.0002373785,0.0000272267,0.00003677583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001480944,0.00001310483,0.00009519298,0.000001061525,0.000001417277,0.00001165611,0.00003365725,0.000001306961,0.007912989,0.2507618,0.001423671,0.7397426],"study_design_scores_gemma":[0.00004790926,0.00003079715,0.001463965,0.000001342778,2.322639e-7,0.00001812619,0.000004322576,0.0003134546,0.8794029,0.02168743,0.09694258,0.00008697288],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006180167,0.00000756298,0.9069483,0.0001033737,0.0001127805,0.00003395803,2.566798e-8,0.001619239,0.09055675],"genre_scores_gemma":[0.4379139,0.000001693829,0.5599849,0.0003438338,0.00001888079,0.000001862779,3.717134e-8,0.000002175843,0.00173275],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8714899,"threshold_uncertainty_score":0.1293281,"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."}}