{"id":"W4311104044","doi":"10.3390/s22239383","title":"Deep Multi-Scale Features Fusion for Effective Violence Detection and Control Charts Visualization","year":2022,"lang":"en","type":"article","venue":"Sensors","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Computer science; Process (computing); Artificial intelligence; Visualization; Scale (ratio); Deep learning; Control (management); Machine learning; Dimension (graph theory); Spatial analysis; Data mining; Data 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":[0.0007284866,0.001088345,0.0007386471,0.001715917,0.0003299016,0.001100109,0.0008502059,0.0006067036,0.001352289],"category_scores_gemma":[0.001940473,0.0002689578,0.0009559764,0.001003637,0.0004113255,0.001408494,0.001272939,0.00117262,0.0002946463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007318332,"about_ca_system_score_gemma":0.000740633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005625819,"about_ca_topic_score_gemma":0.004454768,"domain_scores_codex":[0.9995221,0.00007547378,0.00002886078,0.0001264903,0.0001528896,0.00009422686],"domain_scores_gemma":[0.9995527,0.00009475132,0.00007802531,0.00007644308,0.0001547454,0.00004329455],"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":[0.0003370118,0.0002705256,0.005117716,0.0001328166,0.0001421552,0.0002801888,0.0002303727,0.2410884,0.03160472,0.0057623,0.00719417,0.7078395],"study_design_scores_gemma":[0.000004741045,0.00003567638,0.00160794,0.000009503332,0.00001668404,0.00003633323,0.000037946,0.9872754,0.007357982,0.002755031,0.0008507277,0.00001199778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0592809,0.0006272481,0.935422,0.0003590179,0.000106035,0.0000612836,0.0003118257,0.00257853,0.001253179],"genre_scores_gemma":[0.821353,0.0004371386,0.1757303,0.0001282943,0.00006944462,0.00006322848,0.0006826436,0.0001206087,0.001415316],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005625819,"threshold_uncertainty_score":0.01118612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005442953973494518,"score_gpt":0.249585506539645,"score_spread":0.2441425525661505,"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."}}