{"id":"W4413020129","doi":"10.1287/mnsc.2024.07480","title":"Income Pools for Superstar Markets","year":2025,"lang":"en","type":"article","venue":"Management Science","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Superstar; Economics; Microeconomics; Business; Advertising","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002638489,0.0006193282,0.0008796711,0.001082167,0.002350165,0.00354037,0.001630949,0.001729991,0.01864035],"category_scores_gemma":[0.01383384,0.0004720467,0.001358213,0.001097805,0.002050027,0.00558715,0.003392828,0.001958105,0.001636862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001781635,"about_ca_system_score_gemma":0.001699692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00268116,"about_ca_topic_score_gemma":0.00271487,"domain_scores_codex":[0.9984612,0.0005537061,0.00007457517,0.0003246777,0.0003003861,0.0002853885],"domain_scores_gemma":[0.9948872,0.002370069,0.001224752,0.0007296802,0.0003451597,0.0004431845],"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":[0.0002954123,0.0001658612,0.01165364,0.0002184254,0.00008837641,0.0004205224,0.000961245,0.2055042,0.003253674,0.7068064,0.01119283,0.05943942],"study_design_scores_gemma":[0.00005671643,0.0001229214,0.003964079,0.00007845386,0.00003088133,0.0003507265,0.000662557,0.5449958,0.001200278,0.4340788,0.01441049,0.00004828109],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3542204,0.0009536191,0.6041654,0.002050859,0.00009217253,0.0004890746,0.001355557,0.0003921512,0.03628081],"genre_scores_gemma":[0.8903158,0.0004904569,0.09834205,0.0002724446,0.00007932909,0.0004489261,0.0008533709,0.0001570228,0.009040657],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01864035,"threshold_uncertainty_score":0.06235826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01854128008007522,"score_gpt":0.2295137345249926,"score_spread":0.2109724544449174,"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."}}