{"id":"W4391400654","doi":"10.1002/dta.3645","title":"Yearly intrasubject variability of hematological biomarkers in elite athletes for the Athlete Biological Passport","year":2024,"lang":"en","type":"article","venue":"Drug Testing and Analysis","topic":"High Altitude and Hypoxia","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Anti-Doping Agency","funders":"Israel Science Foundation; World Anti-Doping Agency","keywords":"Athletes; Elite athletes; Medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009161161,0.0001021357,0.0002182267,0.00007320245,0.00005274964,0.00002857369,0.0001073615,0.00008535482,0.000007109569],"category_scores_gemma":[0.0008377279,0.00006180161,0.0001638084,0.0004982733,0.0001276526,0.000002477394,0.00005508281,0.0000690689,6.693661e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004754687,"about_ca_system_score_gemma":0.00002904458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009490061,"about_ca_topic_score_gemma":0.00004025578,"domain_scores_codex":[0.9991392,0.00006881843,0.0002399815,0.0003327455,0.00006086264,0.0001584292],"domain_scores_gemma":[0.99911,0.0005871974,0.00004319082,0.0001800264,0.000045209,0.0000343465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000055132,0.00008267121,0.8442807,0.0001047677,0.00141339,0.00001054131,0.0001181649,0.0001152499,0.13529,0.0004700902,0.0002249389,0.01783435],"study_design_scores_gemma":[0.0008424849,0.0004101013,0.9115826,0.0002355659,0.002277144,0.0000261709,0.0003784781,0.05264533,0.01824696,0.003178088,0.009369247,0.0008077816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938511,0.002959084,0.002664958,0.0001768341,0.00002589256,0.0001179954,0.00003633204,0.00001758664,0.0001502043],"genre_scores_gemma":[0.9972906,0.0002519908,0.002256746,0.00004359442,0.00005036491,0.00002627598,0.00004610773,0.000005242246,0.00002908387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.117043,"threshold_uncertainty_score":0.2520196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072248990048815,"score_gpt":0.2671926619798046,"score_spread":0.2464701720793164,"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."}}