{"id":"W4320014151","doi":"10.2139/ssrn.4333457","title":"How Good Are Privacy Guarantees? Data Sharing, Privacy Preservation, and Platform Behavior","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Internet privacy; Privacy software; Information privacy; Computer science; Data sharing; Computer security; Patient privacy; Privacy by Design; Business; Political science; Law; Health care; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004280028,0.0001868224,0.0002088563,0.0002078654,0.001529955,0.0008795895,0.002738791,0.0001663344,0.00002092102],"category_scores_gemma":[0.001726865,0.0001799138,0.00005619496,0.0006474277,0.0001407508,0.004066669,0.001607284,0.001489726,0.00001332951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005613548,"about_ca_system_score_gemma":0.001358096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071225,"about_ca_topic_score_gemma":0.008460836,"domain_scores_codex":[0.9963289,0.0001032839,0.0002924336,0.0005376667,0.0006649163,0.002072726],"domain_scores_gemma":[0.9983195,0.00006071296,0.0003187997,0.0009905151,0.0001414509,0.0001690087],"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":[0.0002117818,0.0005074369,0.2963799,0.0001334314,0.0004369493,0.00006914791,0.01651016,0.000003115589,0.0008276074,0.5548706,0.01398112,0.1160687],"study_design_scores_gemma":[0.001947437,0.0003184427,0.07181214,0.0001268142,0.0001768407,0.0002209784,0.02039232,0.0006070723,0.00007741225,0.644819,0.2587675,0.0007340158],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771673,0.002453226,0.002779547,0.01520765,0.0005678051,0.0008024097,0.00009433643,0.00034659,0.0005811575],"genre_scores_gemma":[0.9805663,0.01486128,0.0001329521,0.00006022525,0.001029479,0.00003154168,0.0002483018,0.00002606759,0.003043843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2447864,"threshold_uncertainty_score":0.9997699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0780781456534576,"score_gpt":0.334024892873499,"score_spread":0.2559467472200414,"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."}}