{"id":"W2171719019","doi":"10.1109/acsac.2009.45","title":"Secure Web 2.0 Content Sharing Beyond Walled Gardens","year":2009,"lang":"en","type":"article","venue":"","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; World Wide Web; Login; USable; Web service; Architecture; Access control; Web content; Web page; Computer network","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001382542,0.00007673909,0.00008261012,0.00004619244,0.00008779022,0.0001881886,0.0004374994,0.00004452107,0.0001030166],"category_scores_gemma":[0.00001610462,0.00006415102,0.00005019567,0.0001164785,0.000006020282,0.0001708782,0.00006952736,0.00009672328,0.0001337098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002578991,"about_ca_system_score_gemma":0.00001346561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001490177,"about_ca_topic_score_gemma":0.00004374634,"domain_scores_codex":[0.9993038,0.00001131543,0.0001086799,0.0002533345,0.0001542662,0.0001685758],"domain_scores_gemma":[0.9995319,0.00001537126,0.00002776327,0.0003150017,0.00004290968,0.00006702237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007317233,0.0004884434,0.004697002,0.00002885618,0.0001159471,0.0001711256,0.00748861,0.000446927,0.1064035,0.5750964,0.1486276,0.1563625],"study_design_scores_gemma":[0.003977875,0.001589606,0.07172275,0.0001008523,0.00003758921,0.0002635296,0.0002496333,0.6110281,0.04328523,0.1321959,0.1338245,0.001724394],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3995781,0.0002594141,0.1822,0.01386838,0.002021662,0.0003216831,9.925888e-7,0.001623124,0.4001266],"genre_scores_gemma":[0.9872352,0.000007518989,0.005095178,0.00155958,0.000097063,0.000001490176,5.556831e-7,0.000002776966,0.006000592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6105812,"threshold_uncertainty_score":0.2616003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02678307934057127,"score_gpt":0.2254476065730747,"score_spread":0.1986645272325035,"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."}}