{"id":"W1999124146","doi":"10.1109/jisic.2014.36","title":"Maritime Situation Analysis: A Multi-vessel Interaction and Anomaly Detection Framework","year":2014,"lang":"en","type":"article","venue":"","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Geospatial analysis; Critical infrastructure; Computer security; Situation awareness; Anomaly detection; Domain (mathematical analysis); Compromise; Border Security; Attack patterns; Data science; Intrusion detection system; Data mining; Geography; Engineering; Business; Remote sensing","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":[0.0001462809,0.00008686689,0.0001160991,0.0001527365,0.00005381556,0.00005585418,0.00002995061,0.0001003794,0.0003863098],"category_scores_gemma":[0.00004958797,0.00009011781,0.00004585581,0.0003291973,0.00001003556,0.0001937192,0.000009826378,0.0001367586,0.00004466189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003031332,"about_ca_system_score_gemma":0.000001574125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005904736,"about_ca_topic_score_gemma":0.000222739,"domain_scores_codex":[0.9995061,0.00003238011,0.0001611911,0.0001290704,0.00007700347,0.00009427143],"domain_scores_gemma":[0.9997013,0.00007495315,0.00002174908,0.0001135832,0.0000360554,0.00005235554],"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":[0.0001019204,0.0002186405,0.04982553,0.0003317315,0.001761433,0.000003192836,0.002376086,0.06954106,0.06165779,0.01210314,0.0004813765,0.8015981],"study_design_scores_gemma":[0.0001635547,0.00001315372,0.06228682,0.000008900612,0.00009367793,0.000002160715,0.0000665703,0.9310995,0.004796277,0.0002313908,0.001123736,0.0001142431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1184019,0.00001932289,0.875058,0.00005057602,0.000122066,0.00006559801,0.000001103153,0.0002920599,0.005989337],"genre_scores_gemma":[0.9906709,0.00001850413,0.009002791,0.00007483584,0.00005511362,0.00001088034,0.00001910532,0.00001045976,0.000137475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8722689,"threshold_uncertainty_score":0.4229821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007382785906994029,"score_gpt":0.2301191371667842,"score_spread":0.2227363512597902,"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."}}