{"id":"W4372325595","doi":"10.2196/preprints.48424","title":"IRONMAN® Hawaii is the fastest race course for age group triathletes (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Sports Performance and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Athletes; Demography; Medicine; Geography; 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":[0.0005031972,0.00019827,0.0001819664,0.0008606362,0.0006576402,0.0008741523,0.0003442787,0.000239553,0.06199682],"category_scores_gemma":[0.00204928,0.0001301575,0.000191996,0.001341536,0.0001618008,0.0003997055,0.0004993113,0.0003188025,0.01293744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006060246,"about_ca_system_score_gemma":0.001075455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04655532,"about_ca_topic_score_gemma":0.1120578,"domain_scores_codex":[0.9997613,0.00002646669,0.00002654712,0.00006396994,0.00007245606,0.00004921421],"domain_scores_gemma":[0.9983276,0.0002480735,0.0004368231,0.00009417495,0.0006864938,0.0002070283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004367685,0.0001235469,0.5787739,0.0006442633,0.0000566823,0.0004277256,0.001495219,0.0006794541,0.001713745,0.0009740521,0.2873155,0.1273593],"study_design_scores_gemma":[0.000009160088,0.00008496094,0.9186365,0.0001997272,0.00001736781,0.00008226361,0.002143341,0.0006114406,0.0004382585,0.00009725866,0.07766572,0.00001409565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6954592,0.001134338,0.003992162,0.002844426,0.001838206,0.000411617,0.2036837,0.001258084,0.08937827],"genre_scores_gemma":[0.7698833,0.001450586,0.005857074,0.000585242,0.0005607425,0.0005010334,0.1139332,0.0003185871,0.1069102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06199682,"threshold_uncertainty_score":0.2074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0720666345985801,"score_gpt":0.3340389259506481,"score_spread":0.261972291352068,"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."}}