{"id":"W4416377565","doi":"10.1017/9781108641784.005","title":"Privacy’s Useful but Limited Theory","year":2025,"lang":"","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Variety (cybernetics); Skepticism; Democracy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007698834,0.0007018894,0.0008172301,0.002042112,0.003723728,0.008304292,0.002125115,0.004857959,0.008202211],"category_scores_gemma":[0.01312732,0.0005194524,0.0007815255,0.001887348,0.03948024,0.01959653,0.004675663,0.01078751,0.001631942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005207404,"about_ca_system_score_gemma":0.004444565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002379261,"about_ca_topic_score_gemma":0.001725471,"domain_scores_codex":[0.9935113,0.003179734,0.0002049844,0.000722754,0.00197842,0.0004027213],"domain_scores_gemma":[0.9894385,0.008141487,0.0002198861,0.00134557,0.0005986262,0.0002560147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001769297,0.000004282591,0.00002654405,0.00002503564,0.000001628919,0.00001194233,0.0002259099,0.0001044099,0.00001082197,0.991869,0.004532319,0.003186337],"study_design_scores_gemma":[0.000002585488,0.000004462524,0.00004553463,0.0001225492,0.000002168056,0.00003707578,0.0001851538,0.0002164209,0.00004266578,0.9333991,0.06593878,0.000003481225],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006312463,0.06457289,0.06384954,0.2783352,0.004334013,0.00006874085,0.000265979,0.000132129,0.582129],"genre_scores_gemma":[0.7077331,0.08481367,0.02738717,0.0669564,0.01069353,0.0004565392,0.0004611549,0.0002355005,0.101263],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008304292,"threshold_uncertainty_score":0.04071581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03301146585032966,"score_gpt":0.2357069431864109,"score_spread":0.2026954773360813,"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."}}