{"id":"W4386831354","doi":"10.2139/ssrn.4574637","title":"Consumer Surveillance and Financial Fraud","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business; Finance","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":[0.002329658,0.0001309701,0.0002521646,0.002457098,0.001195857,0.004378851,0.0002608695,0.00289282,0.01196239],"category_scores_gemma":[0.02232423,0.0001639064,0.0002000081,0.002152307,0.002680903,0.002832815,0.0009263341,0.001885188,0.0004395567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001877884,"about_ca_system_score_gemma":0.001261034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009145147,"about_ca_topic_score_gemma":0.009251805,"domain_scores_codex":[0.9985606,0.000769614,0.00005468696,0.00008993118,0.0002316733,0.0002935641],"domain_scores_gemma":[0.9623436,0.02367813,0.00977343,0.0008190496,0.002176789,0.001208877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003847368,0.0008505689,0.545732,0.0001495551,0.00009061398,0.001157509,0.009259225,0.0009948378,0.0001462991,0.3516785,0.0198226,0.06973355],"study_design_scores_gemma":[0.00008193887,0.0002884547,0.6054404,0.0006757721,0.0002246135,0.002560192,0.03453291,0.009832478,0.0005898334,0.2866851,0.05900524,0.00008311184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7924263,0.01035243,0.0009728059,0.05712397,0.0001749694,0.00002678651,0.0002677803,0.00001283784,0.1386421],"genre_scores_gemma":[0.9945122,0.001394002,0.00004317869,0.0005235994,0.0001110378,0.000003510903,0.00002842398,0.000001538031,0.003382483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01196239,"threshold_uncertainty_score":0.04001814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134849397475717,"score_gpt":0.2696508412657307,"score_spread":0.256165901518159,"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."}}