{"id":"W4415990245","doi":"10.3390/computers14110484","title":"Bidirectional Privacy Preservation in Web Services","year":2025,"lang":"en","type":"article","venue":"Computers","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Service provider; Privacy software; Information privacy; Privacy policy; Privacy by Design; Anonymity; Service (business); Web service","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":[0.00036815,0.00005335656,0.00006927483,0.0001622562,0.000229023,0.0000936803,0.0004033362,0.00006269377,0.00002507459],"category_scores_gemma":[0.00009802759,0.00005969624,0.00002364984,0.0005385706,0.00004731715,0.0005358824,0.000210964,0.00009027031,0.00001803846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139125,"about_ca_system_score_gemma":0.0001355465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003335483,"about_ca_topic_score_gemma":0.00486091,"domain_scores_codex":[0.999284,0.0001228852,0.000119821,0.0001716775,0.0001556212,0.0001460398],"domain_scores_gemma":[0.9996527,0.00007560087,0.00003458313,0.0001615575,0.00004481431,0.00003069721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001929087,0.0007825249,0.3720006,0.0005018194,0.0001150478,0.00001434163,0.05464078,0.0006017581,0.00191129,0.2683568,0.1095802,0.191302],"study_design_scores_gemma":[0.0006196035,0.00002035443,0.1046836,0.0001488113,0.000006492129,3.317256e-7,0.0008265525,0.017403,0.0001439591,0.04404239,0.8319292,0.0001756322],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9334753,0.0005117704,0.01066461,0.01813943,0.003696918,0.0006691696,0.00001031831,0.0003889083,0.03244359],"genre_scores_gemma":[0.9972382,0.0001141168,0.001329014,0.0005920572,0.0002285149,0.00002040162,0.00002070339,0.000003157204,0.0004538188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.722349,"threshold_uncertainty_score":0.5042275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02435617900869347,"score_gpt":0.3067538374840581,"score_spread":0.2823976584753646,"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."}}