{"id":"W4404548049","doi":"10.1038/s41598-024-75260-0","title":"The fastest 24-hour ultramarathoners are from Eastern Europe","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Sports Performance and Training","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ranking (information retrieval); Race (biology); Popularity; Athletes; Demography; Geography; Cross country; Demographic economics; Political science; Medicine; Computer science; Biology; Machine learning; Sociology; Economics; Physical therapy","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":[0.0003167309,0.0002281662,0.0003608055,0.0006059463,0.0006343868,0.0007172433,0.000202116,0.0001334842,0.006823529],"category_scores_gemma":[0.0006831806,0.0001062258,0.0002736147,0.001157938,0.000171077,0.0003614498,0.0004743231,0.0002806655,0.002299598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254789,"about_ca_system_score_gemma":0.0002099934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005908385,"about_ca_topic_score_gemma":0.02142108,"domain_scores_codex":[0.999799,0.00002435547,0.000022078,0.00005581077,0.00003594603,0.00006280696],"domain_scores_gemma":[0.9996281,0.00007114103,0.0001476536,0.00002817118,0.00006948298,0.00005546285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009998082,0.00007076598,0.9622219,0.0001258388,0.0000790464,0.000324769,0.001020259,0.0001492719,0.001133925,0.0002320139,0.001704208,0.03283809],"study_design_scores_gemma":[0.000002632144,0.00003724288,0.9924126,0.00004013779,0.00002092629,0.0002279272,0.001644718,0.00004477681,0.0001717337,0.00005754794,0.005335391,0.000004263688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904373,0.0005503158,0.0005227135,0.00007244866,0.00001943076,0.00001939133,0.002326265,0.00001665069,0.006035383],"genre_scores_gemma":[0.9845796,0.001214203,0.001257614,0.0001480932,0.0000272217,0.00004380476,0.004045471,0.00002242476,0.008661642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006823529,"threshold_uncertainty_score":0.02282703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461588698084368,"score_gpt":0.2683152387658952,"score_spread":0.2436993517850515,"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."}}