{"id":"W3198856893","doi":"10.2139/ssrn.3744499","title":"Principal Trading Procurement: Competition and Information Leakage","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada); University of British Columbia","funders":"","keywords":"Procurement; Leakage (economics); Information leakage; Business; Principal (computer security); Competition (biology); Industrial organization; Commerce; Economics; Computer science; Computer security; Marketing","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":[0.002388608,0.00007087693,0.00009723869,0.00008649953,0.0003628787,0.0002201389,0.0002232594,0.00003192616,0.0001255672],"category_scores_gemma":[0.0003542932,0.00005563039,0.00004344907,0.0003263559,0.00004369493,0.001454161,0.00002890822,0.0006246092,0.0001646639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000111101,"about_ca_system_score_gemma":0.0002924413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.803229e-7,"about_ca_topic_score_gemma":0.000008086292,"domain_scores_codex":[0.9984769,0.00008043445,0.000373529,0.0001223471,0.0004474367,0.0004993884],"domain_scores_gemma":[0.9994022,0.0000722879,0.0002330711,0.00008257449,0.0001053753,0.0001045143],"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":[0.00002592227,0.000008992207,0.0002990595,0.00000163384,0.00001131205,1.446693e-7,0.0007830861,0.00004761583,0.0003710619,0.9585516,0.0001038385,0.03979567],"study_design_scores_gemma":[0.0005356402,0.000204528,0.001388216,0.000005972533,0.00001383606,0.0001717246,0.007505903,0.003305631,0.0002751076,0.8976353,0.0888297,0.0001284847],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3770724,0.0002705391,0.5997692,0.01591515,0.0001007052,0.0002430253,0.000005065816,0.00005967404,0.006564137],"genre_scores_gemma":[0.9988626,0.0001833719,0.0001105804,0.0005354676,0.0001626034,0.000004957883,0.000002629356,0.000003485443,0.0001342962],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6217902,"threshold_uncertainty_score":0.2791007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04389547221456799,"score_gpt":0.3117468781001701,"score_spread":0.2678514058856021,"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."}}