{"id":"W4366548200","doi":"10.21203/rs.3.rs-2795266/v1","title":"CS-YOLO: A new detection algorithm for alien intrusion on highway","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Pascal (unit); Computer science; Intrusion detection system; Intrusion; Object detection; Algorithm; Data mining; Artificial intelligence; Pattern recognition (psychology)","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":[0.0006280345,0.001118111,0.001280398,0.003138865,0.0006652336,0.00128769,0.002270127,0.001025325,0.003189674],"category_scores_gemma":[0.002172352,0.0003330358,0.0006747311,0.001485241,0.0004712896,0.001689091,0.001276537,0.001177527,0.001788406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009069744,"about_ca_system_score_gemma":0.001404402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01016125,"about_ca_topic_score_gemma":0.01137754,"domain_scores_codex":[0.9992911,0.00005750919,0.00004758036,0.000257324,0.0002219814,0.0001246133],"domain_scores_gemma":[0.9991725,0.0001893615,0.0000979413,0.0001239512,0.0003461072,0.00007015415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009119738,0.0005400126,0.007139549,0.0002281121,0.0001455265,0.0001539137,0.00008980148,0.03798182,0.04753295,0.002803063,0.03128772,0.8711857],"study_design_scores_gemma":[0.00008363707,0.0002041284,0.002705907,0.00001855132,0.00003726997,0.0001662711,0.00006739934,0.9670176,0.019085,0.001445701,0.009133281,0.00003526231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1149226,0.001706547,0.8524734,0.0006249223,0.0004918466,0.0003502167,0.001549894,0.02337655,0.004504148],"genre_scores_gemma":[0.3458518,0.0005328142,0.6385925,0.0006243901,0.000244485,0.0003242333,0.006395835,0.0005773682,0.006856512],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01016125,"threshold_uncertainty_score":0.02020419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086519926313004,"score_gpt":0.4122288490486225,"score_spread":0.3035768564173221,"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."}}