{"id":"W3124112846","doi":"10.2139/ssrn.3306192","title":"Information Disclosure and Security Vulnerability Awareness: A Large-Scale Randomized Field Experiment in Pan-Asia","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Taxation and Compliance Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Scale (ratio); Vulnerability (computing); Information security; Computer security; Environmental resource management; Geography; Business; Political science; Computer science; Environmental science; Cartography","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":[0.01495302,0.0009285118,0.001453463,0.0004974877,0.002362746,0.002058161,0.001414653,0.002149619,0.005132735],"category_scores_gemma":[0.01758716,0.0009107843,0.0008526199,0.0007574611,0.004100801,0.002706094,0.00172016,0.002988925,0.000682889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164568,"about_ca_system_score_gemma":0.003001041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006315262,"about_ca_topic_score_gemma":0.007064371,"domain_scores_codex":[0.9918076,0.005668242,0.0004322801,0.001082446,0.0003713683,0.0006380243],"domain_scores_gemma":[0.9526258,0.03121659,0.007204981,0.005443791,0.001189394,0.002319435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1490578,0.4222356,0.3290905,0.001043632,0.001951199,0.001090153,0.02423069,0.004395832,0.01372964,0.005894962,0.003163967,0.04411606],"study_design_scores_gemma":[0.03759919,0.2506012,0.6480129,0.0001964448,0.002558002,0.0003149648,0.02336744,0.01616164,0.008545122,0.008475087,0.003868847,0.0002992905],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986222,0.00001617336,0.0003831605,0.00007384185,0.00001236677,0.0003695771,0.00005659384,0.000007353478,0.0004588065],"genre_scores_gemma":[0.9966582,0.00003154114,0.0009788476,0.0001958582,0.0000150429,0.001191297,0.0001264043,0.000003513422,0.0007991889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01495302,"threshold_uncertainty_score":0.07908005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085361010515292,"score_gpt":0.2485306911112896,"score_spread":0.2376770810061367,"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."}}