{"id":"W4293212368","doi":"10.1007/s42978-022-00176-y","title":"The Matthew Effect in Running: An Analysis of Elite Endurance Athletes Over 23 Years","year":2022,"lang":"en","type":"article","venue":"Journal of Science in Sport and Exercise","topic":"Sports Performance and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Universität Zürich","keywords":"Athletes; Human Development Index; Demography; Elite athletes; Medicine; Physical therapy; Human development (humanity); Political science; Sociology","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":[0.002835603,0.00006037717,0.0003508182,0.0007148147,0.0001076475,0.00001638555,0.0001653549,0.00001271627,0.00004394798],"category_scores_gemma":[0.000008992691,0.00003979443,0.00007421453,0.001735297,0.0002854821,0.0002962934,0.00003811329,0.0002293914,2.140134e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004730049,"about_ca_system_score_gemma":0.0001089678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006708162,"about_ca_topic_score_gemma":0.00001842622,"domain_scores_codex":[0.9987839,0.00000238476,0.0003914251,0.0001109287,0.0005312455,0.0001800417],"domain_scores_gemma":[0.9995061,0.00001364301,0.0002339009,0.0001314932,0.00004060909,0.00007424682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002831385,0.00003990755,0.9837958,0.000008478391,0.000008805758,0.0001416976,0.002069386,0.0006580291,0.0005792472,0.000009436344,0.000005248951,0.01240089],"study_design_scores_gemma":[0.0005120045,0.0001584945,0.9942187,0.0001599306,0.0001093025,0.00003003095,0.002293996,0.002087851,0.0001146952,0.00001775918,0.0002549583,0.00004228817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987611,0.0009119026,2.297635e-7,0.00005332203,0.0001145807,0.00007318462,4.644505e-7,0.00000177437,0.00008342869],"genre_scores_gemma":[0.9989082,0.0009169535,0.00006429759,0.00005033106,0.00002028044,0.000003054359,0.000001233873,0.000003468984,0.00003218737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0123586,"threshold_uncertainty_score":0.162277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006433177485091,"score_gpt":0.2872926685832728,"score_spread":0.277228336808422,"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."}}