{"id":"W2298539452","doi":"10.2139/ssrn.2741991","title":"Technological Peer Pressure and Product Disclosure","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Business; Peer pressure; Product (mathematics); Psychology; Social psychology; Mathematics","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":[0.00180891,0.0002093561,0.000190311,0.000140232,0.0002891107,0.0002238641,0.000402705,0.00007245242,0.0001387501],"category_scores_gemma":[0.005122624,0.0001286771,0.00006609444,0.0002512964,0.0001908413,0.001016867,0.0002878371,0.001009712,0.000164073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098759,"about_ca_system_score_gemma":0.0001012845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002300802,"about_ca_topic_score_gemma":0.00008412152,"domain_scores_codex":[0.9972562,0.00001581007,0.0002355422,0.0003724887,0.0004848949,0.00163512],"domain_scores_gemma":[0.996237,0.00002502029,0.00334678,0.0002171313,0.000159333,0.00001473329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003124688,0.00003996396,0.04693395,0.00002860244,0.0001345049,0.000008763318,0.000008648492,0.000003819112,0.0007210108,0.5080419,0.003123617,0.440924],"study_design_scores_gemma":[0.000770752,0.00003753976,0.01807715,0.00007320747,0.0001286593,0.00009581411,0.0001923928,0.00001903582,0.00004666451,0.2024931,0.777748,0.0003177353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.563498,0.008163539,0.3208943,0.09016564,0.000599045,0.0007634269,0.000004889585,0.0007185562,0.01519254],"genre_scores_gemma":[0.9751751,0.0007540643,0.00004434068,0.0002599381,0.001322881,0.000009033425,0.000001133276,0.00003267907,0.02240079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7746243,"threshold_uncertainty_score":0.613263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005218892984459169,"score_gpt":0.1957998568044238,"score_spread":0.1905809638199647,"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."}}