{"id":"W4411049836","doi":"10.1016/j.serev.2025.100053","title":"Foul Play: The impact of financial incentives on aggression in sports","year":2025,"lang":"en","type":"article","venue":"Sports Economics Review","topic":"Sports Analytics and Performance","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carbon Engineering (Canada); University of Victoria","funders":"","keywords":"Incentive; Aggression; Business; Psychology; Finance; Economics; Social psychology; Market economy","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":[0.001151721,0.0002229466,0.0008610555,0.0002853688,0.00006674327,0.00002254217,0.0003032548,0.00009322643,0.0007612465],"category_scores_gemma":[0.00006983672,0.0001750652,0.0003650101,0.0003686355,0.0000741052,0.0001420365,0.00007101949,0.000214994,0.00003203946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001778672,"about_ca_system_score_gemma":0.0001463183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003033809,"about_ca_topic_score_gemma":0.00004545788,"domain_scores_codex":[0.9979913,0.000008431623,0.001291063,0.0003975219,0.00003300243,0.0002786766],"domain_scores_gemma":[0.9983656,0.00003533769,0.0009285226,0.000596339,0.00002612359,0.00004802352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005066001,0.0001970171,0.8205393,0.00049678,0.00003791322,0.00001432166,0.0001011704,0.002754821,3.530205e-7,0.1251767,0.004838219,0.04579281],"study_design_scores_gemma":[0.0003735322,0.00005300992,0.8660747,0.005010061,0.00001532658,0.000003040078,0.000006815708,0.001815557,0.00001037571,0.01671236,0.1096412,0.0002840427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8938389,0.07332045,0.00002248387,0.0005385164,0.0005129687,0.0005642605,0.00008357442,0.00001032644,0.03110848],"genre_scores_gemma":[0.7424878,0.2564005,0.00001440703,0.0005869418,0.0000402892,0.00001793116,0.00001780696,0.00001206124,0.0004222206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.18308,"threshold_uncertainty_score":0.8335116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01975221896549199,"score_gpt":0.2740062845854445,"score_spread":0.2542540656199525,"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."}}