{"id":"W4412400888","doi":"10.47197/retos.v69.116529","title":"The role of criminal justice in enhancing punitive measures for sports-related offenses: a multivariate comparative study","year":2025,"lang":"en","type":"article","venue":"Retos","topic":"Doping in Sports","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Punitive damages; Criminal justice; Criminology; Psychology; Multivariate statistics; Multivariate analysis; Economic Justice; Political science; Law; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00469313,0.000326897,0.0003295175,0.001758341,0.001282034,0.0008395503,0.0007915685,0.0004960087,0.004171554],"category_scores_gemma":[0.0153121,0.0002011668,0.0009648858,0.001339044,0.001078841,0.0008918246,0.001249859,0.0006105914,0.0002372665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166234,"about_ca_system_score_gemma":0.001086289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01351881,"about_ca_topic_score_gemma":0.0158415,"domain_scores_codex":[0.9954242,0.003040548,0.0002336978,0.0003588145,0.0004326915,0.0005101645],"domain_scores_gemma":[0.9917452,0.003711846,0.002543398,0.0005629269,0.0007595507,0.0006770518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002915467,0.000881395,0.9849989,0.00004889779,0.0002073374,0.0001359218,0.002986794,0.000102014,0.00006022198,0.0003993704,0.000270937,0.009616666],"study_design_scores_gemma":[0.00001284881,0.0009234588,0.9880953,0.00005836977,0.0001046136,0.0001483888,0.009583264,0.0004293518,0.00005853354,0.0001225827,0.0004492027,0.00001404124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990631,0.0001237149,0.0001453944,0.00003922339,0.000004788591,0.00002300897,0.00005619048,0.000001632172,0.0005430192],"genre_scores_gemma":[0.9995491,0.00006522849,0.0001408074,0.00001438477,0.000004413792,0.0000334336,0.00005833799,0.000001547815,0.0001327249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01351881,"threshold_uncertainty_score":0.02688026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04476085778453635,"score_gpt":0.3773169313646959,"score_spread":0.3325560735801595,"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."}}