{"id":"W3087426815","doi":"10.1287/mnsc.2022.4542","title":"Best of Both Worlds Ad Contracts: Guaranteed Allocation and Price with Programmatic Efficiency","year":2022,"lang":"en","type":"article","venue":"Management Science","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Common value auction; Microeconomics; Bidding; Revenue; Risk aversion (psychology); Economics; Revenue equivalence; Dutch auction; Auction theory; Expected utility hypothesis; Financial economics; 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":[0.004287556,0.00008058243,0.0001214222,0.0003640096,0.0008226032,0.0001638302,0.0009183563,0.000007118058,0.0001796724],"category_scores_gemma":[0.0001373425,0.00005931955,0.00001958682,0.003496272,0.000768304,0.0003244452,0.0003244065,0.00007027618,0.00002880247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003914522,"about_ca_system_score_gemma":0.00003950803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000851726,"about_ca_topic_score_gemma":0.000003753992,"domain_scores_codex":[0.9974079,0.00007705919,0.0003493699,0.0004631914,0.001495511,0.0002070249],"domain_scores_gemma":[0.9989042,0.0001368946,0.0003021054,0.0004936869,0.0001006916,0.00006238004],"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":[0.0001452202,0.001201483,0.005889719,0.00005177892,0.00002821535,0.000008602418,0.003630693,0.01022061,0.004260891,0.7225561,0.0003441818,0.2516626],"study_design_scores_gemma":[0.005412739,0.003414053,0.2247319,0.000213415,0.0003140708,0.0001759957,0.1285077,0.1352157,0.004499083,0.2022697,0.2933119,0.001933675],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8292544,0.0001208764,0.1371642,0.00167277,0.000139807,0.001408406,0.000006802709,0.00006441721,0.03016825],"genre_scores_gemma":[0.9941381,0.00000515374,0.002691814,0.0001361648,0.000004209513,0.0001535588,7.228487e-7,0.000003541744,0.002866786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5202863,"threshold_uncertainty_score":0.6326882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03117715143778511,"score_gpt":0.3249481493922585,"score_spread":0.2937709979544734,"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."}}