{"id":"W3208330509","doi":"10.2139/ssrn.3947290","title":"Privacy-Centric Digital Advertising: Implications for Research","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Internet privacy; Advertising; Online advertising; Business; Information privacy; Computer science; Consumer privacy; Computer security; World Wide Web; The Internet","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":[0.003588607,0.00008060918,0.0001091342,0.000146189,0.002151789,0.0005056208,0.0006626278,0.00009994215,0.00003035241],"category_scores_gemma":[0.004569282,0.00008319709,0.0001110099,0.0007809614,0.0001290925,0.0007594659,0.000192433,0.001269578,0.0000343903],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001684836,"about_ca_system_score_gemma":0.008012666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001597702,"about_ca_topic_score_gemma":0.001750697,"domain_scores_codex":[0.9964808,0.0002396769,0.000221654,0.0002535782,0.0004034649,0.002400889],"domain_scores_gemma":[0.9985774,0.0002268369,0.0000802167,0.0003008785,0.0006495807,0.0001651414],"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":[0.00003484418,0.0001818986,0.002464175,0.000006866335,0.00005884426,0.000001796139,0.001279608,9.772093e-7,0.0003540881,0.8566836,0.003826481,0.1351068],"study_design_scores_gemma":[0.0003303384,0.00008044057,0.0007998577,0.000008493021,0.000009310489,0.00007383343,0.003958959,0.000007420966,0.00008578188,0.7658663,0.228687,0.00009230892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2959752,0.03700625,0.3826232,0.2285273,0.002282825,0.003060222,0.0002041958,0.0004644245,0.04985636],"genre_scores_gemma":[0.9887831,0.007200911,0.0002068101,0.0000549084,0.001025465,0.00002991848,0.00003003407,0.00001586634,0.002653036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6928079,"threshold_uncertainty_score":0.9991473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05704011152774466,"score_gpt":0.3857756250088167,"score_spread":0.328735513481072,"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."}}