{"id":"W4412148991","doi":"10.1177/18747655251355706","title":"A Delphi study on the role of privacy enhancing technologies (PETs) in data sharing ecosystems","year":2025,"lang":"en","type":"article","venue":"Statistical Journal of the IAOS","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Canadian Institutes of Health Research; Genome British Columbia; Genome Canada; Harvard University; Vanderbilt University","keywords":"Data sharing; Delphi; Delphi method; Internet privacy; Business; Environmental resource management; Computer science; Environmental science; Artificial intelligence; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1027107,0.0006257098,0.0004473248,0.002349332,0.01092291,0.004646814,0.001355565,0.002662758,0.003138401],"category_scores_gemma":[0.07427026,0.0006529235,0.0007243925,0.002081137,0.007139181,0.007524997,0.0092084,0.003462547,0.00036551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007259217,"about_ca_system_score_gemma":0.01080925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004654169,"about_ca_topic_score_gemma":0.004098915,"domain_scores_codex":[0.9015695,0.08477473,0.002386737,0.0018176,0.004264737,0.005186677],"domain_scores_gemma":[0.911593,0.07453871,0.001714126,0.00140946,0.008478806,0.002265896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001313658,0.0001854049,0.009212508,0.0006790177,0.00003121328,0.0009262794,0.9083,0.0008591098,0.002033682,0.02971062,0.003473535,0.04445717],"study_design_scores_gemma":[0.00001299949,0.0002106581,0.00359965,0.0004327579,0.00001327696,0.0002243106,0.9649415,0.001385789,0.0006845653,0.00534704,0.02309053,0.00005691411],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191223,0.0004386886,0.02247128,0.01455563,0.0001857037,0.002070965,0.00009860891,0.00003183157,0.04102497],"genre_scores_gemma":[0.9876645,0.000553118,0.006561908,0.002015444,0.00001713232,0.0009239722,0.00003220648,0.00001539958,0.002216266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1027107,"threshold_uncertainty_score":0.5431927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05499036699031791,"score_gpt":0.3631872592168091,"score_spread":0.3081968922264912,"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."}}