{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.04023826,0.0003678791,0.001000907,0.001690169,0.003039519,0.01389132,0.001548612,0.004715801,0.004379751],"category_scores_gemma":[0.1779163,0.0005697428,0.0008316776,0.003180539,0.01414187,0.02796077,0.004457393,0.005704858,0.0005722051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004110583,"about_ca_system_score_gemma":0.005546407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005006558,"about_ca_topic_score_gemma":0.003040929,"domain_scores_codex":[0.9728253,0.01476557,0.001612672,0.002844427,0.005508327,0.002443567],"domain_scores_gemma":[0.701335,0.2156192,0.03963033,0.02994149,0.009825598,0.003648396],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0007656112,0.000388464,0.07688332,0.0003887809,0.0004865579,0.0002376206,0.005650854,0.01238557,0.001622326,0.8072695,0.005501698,0.08841978],"study_design_scores_gemma":[0.00006253667,0.0001279179,0.02082933,0.0001941871,0.0001503186,0.0002539103,0.004635627,0.01009094,0.001458167,0.9533423,0.008776433,0.0000782823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5753768,0.007358682,0.0828917,0.2353875,0.0003484025,0.00010039,0.0008750727,0.0001935698,0.09746785],"genre_scores_gemma":[0.9957708,0.0005443823,0.001807666,0.001137472,0.0001049717,0.00001654007,0.00003135268,0.00002139634,0.0005655003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984514,"threshold_uncertainty_score":0.2128028,"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."}}