{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002509237,0.00005301178,0.00008426489,0.00007154069,0.0004937347,0.00006092795,0.00009767931,0.00004473789,0.000148689],"category_scores_gemma":[0.0001585275,0.00005318133,0.00002893981,0.0001695205,0.00007485453,0.00008815677,0.00002263227,0.0004041259,0.0003242075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000390011,"about_ca_system_score_gemma":0.002316023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001859339,"about_ca_topic_score_gemma":0.01321658,"domain_scores_codex":[0.9984336,0.00006192658,0.0001276887,0.0001021022,0.0001129852,0.001161641],"domain_scores_gemma":[0.9997547,0.00004656471,0.00004931972,0.0000403785,0.00002881062,0.00008024237],"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":[0.00002463431,0.00001485916,0.07930893,0.000002406472,0.00003446572,0.000005779325,0.004953918,0.000005203936,0.00002085785,0.3516575,0.002830274,0.5611412],"study_design_scores_gemma":[0.0005077684,0.0000363234,0.08360848,0.000006654973,0.000003642975,0.00003977453,0.008444207,0.00002561894,0.000001457724,0.08575687,0.8213691,0.0002001157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815671,0.0008415522,0.0002868527,0.004789605,0.0007760281,0.00007828407,0.00000141856,0.00007989295,0.01157928],"genre_scores_gemma":[0.9684214,0.01805631,0.00001357986,0.0001676761,0.0002382229,0.000002429189,0.000001117503,0.000005228918,0.01309402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8185388,"threshold_uncertainty_score":0.7375164,"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."}}