{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006450923,0.0001222007,0.000223667,0.0001349403,0.0001721288,0.00005069969,0.0003056371,0.0003460853,0.00001381831],"category_scores_gemma":[0.003204148,0.0001375921,0.00002645353,0.0001801962,0.000114411,0.0007302433,0.0003881585,0.0007157336,3.441607e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005278106,"about_ca_system_score_gemma":0.006910138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9809265,"about_ca_topic_score_gemma":0.9820758,"domain_scores_codex":[0.9987209,0.0002472995,0.000277725,0.0003058476,0.0002230141,0.0002251613],"domain_scores_gemma":[0.9990408,0.0002217489,0.0001941071,0.0003172594,0.0001342142,0.00009188411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002884855,0.0003695193,0.8336455,0.00183358,0.0001141814,0.00002051233,0.04461211,0.000110749,0.00006893561,0.1054183,0.003927836,0.009590293],"study_design_scores_gemma":[0.002087486,0.0003081707,0.3888034,0.001355041,0.0002150189,0.00000502211,0.2186649,0.0009302032,0.001624457,0.2416415,0.142646,0.001718897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876152,0.0001325738,0.0003208611,0.00859785,0.00044648,0.0007437416,0.0003395368,0.00002656424,0.001777148],"genre_scores_gemma":[0.9982802,0.0003525043,0.0002940529,0.0002208643,0.0003745878,0.0001499174,0.0000983352,0.000006322895,0.0002232652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4448422,"threshold_uncertainty_score":0.9987198,"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."}}