{"id":"W2895983956","doi":"","title":"Falsification Discovery in AIS Messages ; Decision Support and Risk Assessment for Operational Effectiveness","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Spoofing attack; Computer security; Broadcasting (networking); Identification (biology); Data quality; Automatic Identification System; Engineering; Operations management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007544788,0.001354563,0.001323601,0.0058546,0.00084125,0.005582254,0.001776085,0.002043279,0.003284559],"category_scores_gemma":[0.04488766,0.0003799709,0.000909104,0.002696868,0.001662281,0.00430541,0.002124509,0.001823407,0.0007884353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00254275,"about_ca_system_score_gemma":0.002934864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005167255,"about_ca_topic_score_gemma":0.002279681,"domain_scores_codex":[0.9911243,0.00319933,0.000671639,0.001040562,0.003693199,0.000271001],"domain_scores_gemma":[0.9673446,0.02212577,0.005221498,0.001039983,0.003790044,0.0004781478],"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":[0.001063889,0.0005502,0.03207118,0.001279018,0.0004443805,0.000979476,0.001005711,0.3375709,0.003821688,0.07986149,0.01499642,0.5263556],"study_design_scores_gemma":[0.00003547633,0.0002532581,0.004885689,0.0003181829,0.0001412255,0.0003495754,0.0007638364,0.8892149,0.004095523,0.09295534,0.00689669,0.0000901974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06164908,0.005412832,0.9092633,0.005147454,0.0002536852,0.0005904487,0.001323917,0.001734753,0.01462445],"genre_scores_gemma":[0.7823592,0.001917268,0.2113272,0.000251178,0.000266072,0.000291708,0.0009209414,0.00006923119,0.002597149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007544788,"threshold_uncertainty_score":0.03990114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009302962928368798,"score_gpt":0.2547163763083229,"score_spread":0.2454134133799541,"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."}}