{"id":"W4220824281","doi":"10.1123/ijspp.2021-0536","title":"Validity of the Training-Load Concept","year":2022,"lang":"en","type":"article","venue":"International Journal of Sports Physiology and Performance","topic":"Sports Performance and Training","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Overtraining; Training (meteorology); Duration (music); Computer science; Session (web analytics); Psychological intervention; Medical prescription; Medicine; Applied psychology; Physical medicine and rehabilitation; Physical therapy; Psychology; Athletes; Nursing","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":[0.0003478229,0.00006766349,0.0002045997,0.00006270286,0.00009523522,0.000002311293,0.0001729365,0.00002548615,0.0004451439],"category_scores_gemma":[0.00001162037,0.00004536782,0.00009784685,0.00006825501,0.0001570762,0.00008975798,0.00007069405,0.0003200261,3.008974e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003741599,"about_ca_system_score_gemma":0.0002471656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002246741,"about_ca_topic_score_gemma":1.438089e-7,"domain_scores_codex":[0.9990368,0.00000931082,0.0003314073,0.00007352095,0.0004570863,0.00009188819],"domain_scores_gemma":[0.9992297,0.00001718005,0.0004161552,0.00008508276,0.0002186916,0.00003317653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001204984,0.0001257276,0.9627679,0.00002630231,0.0001480191,0.00006558534,0.00404206,0.0007744047,0.003703533,0.0002093156,0.0004030851,0.02652908],"study_design_scores_gemma":[0.0009205248,0.0003800963,0.9886327,0.00006779865,0.00003563661,0.001657058,0.0004044619,0.0002172934,0.002308717,0.0001737992,0.005154333,0.00004761936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975755,0.0001313805,0.000001753253,0.0003891099,0.00118446,0.00004540067,0.000005336053,0.00000324337,0.0006637656],"genre_scores_gemma":[0.9987179,0.0002008443,0.00004768819,0.0005531562,0.0002981856,0.000001881028,0.000004329687,0.000004803359,0.000171199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02648146,"threshold_uncertainty_score":0.4874014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03039167843360863,"score_gpt":0.2855624922261601,"score_spread":0.2551708137925515,"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."}}