{"id":"W4319349118","doi":"10.1145/3563040","title":"DeltaShield: Information Theory for Human- Trafficking Detection","year":2023,"lang":"en","type":"article","venue":"ACM Transactions on Knowledge Discovery from Data","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Computer science; Interpretability; Scalability; Spotting; Domain (mathematical analysis); Law enforcement; Laptop; Information retrieval; Data mining; Matching (statistics); Artificial intelligence; Database","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":[0.006366846,0.00133591,0.002069376,0.007617709,0.001205812,0.003743444,0.00281259,0.00214894,0.006852128],"category_scores_gemma":[0.03694038,0.001087188,0.001707792,0.005263496,0.002374706,0.007302968,0.002858155,0.003863789,0.002458626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003461247,"about_ca_system_score_gemma":0.003025845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007198271,"about_ca_topic_score_gemma":0.005846748,"domain_scores_codex":[0.9957352,0.001661923,0.0002714169,0.0007042718,0.001430161,0.0001969779],"domain_scores_gemma":[0.9734607,0.02137815,0.0007634778,0.002365985,0.001744455,0.0002872043],"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":[0.0004091464,0.0002634937,0.00489338,0.00107468,0.0003354607,0.0003338617,0.0003993181,0.2182462,0.002054524,0.2529109,0.06048967,0.4585893],"study_design_scores_gemma":[0.00003286169,0.00004377522,0.0005168497,0.00008309272,0.00003284299,0.0001080712,0.00005528268,0.7159135,0.001225067,0.2732481,0.008703804,0.00003665801],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005061099,0.002201581,0.9803991,0.00132092,0.0001705548,0.0001679774,0.001920664,0.003991156,0.004766905],"genre_scores_gemma":[0.3255334,0.003430679,0.6563412,0.001486105,0.0009824674,0.0009423281,0.004571973,0.0008396819,0.005872179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007617709,"threshold_uncertainty_score":0.0336715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05985050683720564,"score_gpt":0.3110097719310146,"score_spread":0.2511592650938089,"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."}}