{"id":"W4416070478","doi":"10.48550/arxiv.2503.03027","title":"Adopt a PET! An Exploration of PETs, Policy, and Practicalities for Industry in Canada","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information privacy; Privacy by Design; Privacy policy; Norm (philosophy); Confidentiality; Privacy software; Data Protection Act 1998","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007126073,0.000306147,0.0004358474,0.002457874,0.04249991,0.0133355,0.002458557,0.002409999,0.005258477],"category_scores_gemma":[0.01468422,0.0005147274,0.000432051,0.00780867,0.01499399,0.003611678,0.005383419,0.003893787,0.0002620881],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2722543,"about_ca_system_score_gemma":0.3382316,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9955575,"about_ca_topic_score_gemma":0.9972856,"domain_scores_codex":[0.9912316,0.002223588,0.0002384262,0.0006996551,0.002599256,0.003007405],"domain_scores_gemma":[0.9831118,0.006411735,0.001103167,0.0004455521,0.004741416,0.004186289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001255516,0.0001989933,0.09722946,0.0002929092,0.00003701713,0.003103019,0.7134192,0.0008362071,0.001477405,0.1023849,0.02691032,0.05398503],"study_design_scores_gemma":[0.000009247607,0.00002934598,0.03773255,0.0002545193,0.00001424314,0.0001216409,0.8456357,0.0008045996,0.0002400194,0.002650799,0.1124332,0.0000741003],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8800701,0.002055468,0.001731188,0.04856816,0.0001170821,0.00023791,0.0005034514,0.00004886056,0.06666787],"genre_scores_gemma":[0.9878843,0.00134538,0.0007526189,0.002647776,0.000008192773,0.00004063613,0.0001441269,0.00002519226,0.00715158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2722543,"threshold_uncertainty_score":0.8440819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1461628928899242,"score_gpt":0.3790050452199106,"score_spread":0.2328421523299864,"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."}}