{"id":"W2999622054","doi":"10.1136/bjsports-2019-101926","title":"#REDS (Relative Energy Deficiency in Sport): time for a revolution in sports culture and systems to improve athlete health and performance","year":2020,"lang":"en","type":"editorial","venue":"British Journal of Sports Medicine","topic":"Muscle metabolism and nutrition","field":"Biochemistry, Genetics and Molecular Biology","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Canadian Sport Centre Pacific; University of Victoria","funders":"","keywords":"Coaching; Athletes; Subconscious; Psychology; Energy (signal processing); Medicine; Applied psychology; Social psychology; Physical therapy; Alternative medicine; Psychotherapist","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":[0.001013615,0.0002197669,0.0008015477,0.0001900141,0.00004887926,0.00001547024,0.00009968435,0.0004055387,0.000002195324],"category_scores_gemma":[0.0002640627,0.0002185989,0.00005369698,0.0001622236,0.0000705508,0.00001814156,0.00004011889,0.0003789761,5.153135e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005681294,"about_ca_system_score_gemma":0.0002893244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001627857,"about_ca_topic_score_gemma":0.00002561272,"domain_scores_codex":[0.9979067,0.00003252363,0.0009347537,0.0003911344,0.0004682534,0.0002666358],"domain_scores_gemma":[0.9986128,0.00001443236,0.0007298811,0.00009854376,0.0002653603,0.0002789917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001626309,0.0001132948,0.001993974,0.0017985,0.00003128024,0.000516769,0.0005098451,0.00001191282,0.001876151,0.00002273646,0.8069133,0.184586],"study_design_scores_gemma":[0.005592342,0.003197677,0.02380243,0.01653353,0.00009109877,0.000822758,0.0002503275,0.00006936292,0.00005411685,0.0000990728,0.9490166,0.0004706566],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3500686,0.4970693,0.0004448222,0.0005189706,0.1501499,0.001296593,0.0002932189,0.000009105472,0.0001494746],"genre_scores_gemma":[0.2552136,0.3817606,0.0006408289,0.0004098065,0.3590905,0.00005644888,0.001635268,0.00008781103,0.001105161],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2089406,"threshold_uncertainty_score":0.8914205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003851321620337046,"score_gpt":0.2250396219748057,"score_spread":0.2211883003544687,"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."}}