{"id":"W4407031368","doi":"10.1287/mnsc.2022.03423","title":"Secondary Market Monetization and Willingness to Share Personal Data","year":2025,"lang":"en","type":"article","venue":"Management Science","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Monetization; Willingness to pay; Personally identifiable information; Salient; Internet privacy; Economics; Data sharing; Business; Information privacy; Marketing; Actuarial science; Microeconomics; Computer science; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.001759397,0.00006074862,0.00005692516,0.000172529,0.001085745,0.0003925269,0.001260506,0.00002247231,0.0002029129],"category_scores_gemma":[0.0003386052,0.00006373594,0.000006653943,0.001178809,0.0003123875,0.001035385,0.001984463,0.00005643158,0.00001528093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007277465,"about_ca_system_score_gemma":0.00008609203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004686112,"about_ca_topic_score_gemma":0.0005460964,"domain_scores_codex":[0.998733,0.00004658982,0.00009107999,0.0004907095,0.0004059458,0.0002327001],"domain_scores_gemma":[0.9994035,0.00002113752,0.00002653191,0.0004216185,0.00004333617,0.000083833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005898612,0.000138624,0.02298068,0.0003376243,0.00003241252,0.00001285237,0.01478053,0.00001375648,0.0002404473,0.1148997,0.2205883,0.6259161],"study_design_scores_gemma":[0.0003137495,0.00002581907,0.2413494,0.0001168205,0.00002719341,4.001852e-7,0.01000909,0.009975283,0.00005397628,0.01101708,0.7268305,0.0002805689],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1374805,0.0006782201,0.06926668,0.02843482,0.002507034,0.002665975,0.0002765303,0.000386312,0.7583039],"genre_scores_gemma":[0.9922674,0.0002145337,0.002370439,0.001093927,0.00007155546,0.00002288691,0.0000303833,0.000003079898,0.003925837],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8547869,"threshold_uncertainty_score":0.8350783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02955621204586211,"score_gpt":0.3164414158566722,"score_spread":0.2868852038108101,"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."}}