{"id":"W4406988246","doi":"10.1136/bmjsem-2024-002320","title":"New approach to identifying elite winter sport athletes’ risk of relative energy deficiency in sport (REDs)","year":2025,"lang":"en","type":"article","venue":"BMJ Open Sport & Exercise Medicine","topic":"Winter Sports Injuries and Performance","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sport Centre Pacific; University of Calgary","funders":"","keywords":"Athletes; Quantitative computed tomography; Medicine; Bone mineral; Elite athletes; Dual-energy X-ray absorptiometry; Physical therapy; Internal medicine; Osteoporosis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002306491,0.0005284447,0.00277392,0.0009696381,0.0001089269,0.00003032958,0.000926254,0.000224216,0.0008944591],"category_scores_gemma":[0.00009119493,0.0004194384,0.0002280346,0.001899935,0.0002117289,0.0004780967,0.0006136287,0.0005663534,0.00003852158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000194335,"about_ca_system_score_gemma":0.000648306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0083518,"about_ca_topic_score_gemma":0.0002779822,"domain_scores_codex":[0.995254,0.00001337068,0.002139061,0.001030679,0.0008901898,0.0006726883],"domain_scores_gemma":[0.9970196,0.00002641607,0.0007138316,0.001504685,0.0002844344,0.0004510725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00446448,0.0004592247,0.8926672,0.0005512889,0.0001215669,0.0003750536,0.004021655,0.00007018982,0.00007676263,0.00537663,0.03305048,0.05876545],"study_design_scores_gemma":[0.005325862,0.0004484271,0.8385185,0.01499217,0.0008108267,0.000101519,0.002697869,0.0002400355,0.0007158064,0.0005698114,0.1349822,0.0005969563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5907771,0.003672611,0.008763651,0.001906648,0.001627171,0.006790129,0.00002245257,0.000104828,0.3863354],"genre_scores_gemma":[0.9046119,0.0018279,0.008510392,0.001510947,0.0004117884,0.0003583389,0.00023681,0.00007217214,0.08245979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3138348,"threshold_uncertainty_score":0.9998257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02775201247479939,"score_gpt":0.345631367100634,"score_spread":0.3178793546258346,"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."}}