{"id":"W4405396946","doi":"10.1080/1091367x.2024.2440072","title":"Development of Quarter-Mile Walk Tests to Estimate Aerobic Fitness in Children","year":2024,"lang":"en","type":"article","venue":"Measurement in Physical Education and Exercise Science","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cooper Institute","keywords":"Mile; Quarter (Canadian coin); Aerobic exercise; Statistics; VO2 max; Aerobic capacity; Mathematics; Heart rate; Overweight; Physical fitness; Physical therapy; Psychology; Body mass index; Medicine; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006910933,0.0001128949,0.0003103514,0.0003488466,0.00004588395,0.00002870837,0.0001060464,0.00002254382,0.000007338806],"category_scores_gemma":[0.00006060452,0.00009478868,0.00005006845,0.001062038,0.0001125798,0.0001228558,0.00004788785,0.00009610741,0.00002742831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002009271,"about_ca_system_score_gemma":0.0009419934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006883575,"about_ca_topic_score_gemma":0.00002244477,"domain_scores_codex":[0.9986222,0.00001475046,0.0002263903,0.0003862776,0.0005197402,0.0002305879],"domain_scores_gemma":[0.9995012,0.000009433205,0.00001801413,0.0002054314,0.0001204975,0.0001454399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000197297,0.002279071,0.007551082,0.0004705109,0.00002580314,0.000002730304,0.02022669,0.0002567763,0.3589314,0.0004041478,0.0003653302,0.6092892],"study_design_scores_gemma":[0.0003752253,0.00006514342,0.9420277,0.001488499,0.00003482864,0.00001101542,0.0004839722,0.0007284713,0.05412548,0.0003599563,0.0001285298,0.0001711089],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982885,0.0004407989,0.00005879934,0.000205305,0.0002033374,0.0004425326,5.470839e-7,0.00001906089,0.0003411636],"genre_scores_gemma":[0.9985548,0.00001506896,0.001211741,0.00003999286,0.00004018753,0.0001091663,0.000004989967,0.000006807007,0.00001722975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9344767,"threshold_uncertainty_score":0.386537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766024096047012,"score_gpt":0.3264850605931748,"score_spread":0.3088248196327046,"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."}}