{"id":"W4214834724","doi":"10.3233/wor-205289","title":"Cardiorespiratory fitness in police recruits: Assessing the validity of the 20-meter shuttle run test for recruitment purposes","year":2022,"lang":"en","type":"article","venue":"Work","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Montreal Police Service","funders":"","keywords":"Cardiorespiratory fitness; Test (biology); Fitness test; Physical fitness","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002190034,0.0001044762,0.0002020513,0.00005456853,0.001730436,0.000007262858,0.000346456,0.00006921668,0.0002075618],"category_scores_gemma":[0.0002800074,0.000065032,0.00008543613,0.00058988,0.0000583487,0.00007674793,0.0002090927,0.0005906847,0.00001184243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003062573,"about_ca_system_score_gemma":0.0007158985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003532041,"about_ca_topic_score_gemma":0.0003445947,"domain_scores_codex":[0.9977319,0.0008984255,0.0004855693,0.0001759755,0.0003157485,0.0003923585],"domain_scores_gemma":[0.9962794,0.002864885,0.0002922784,0.0004156513,0.00009446823,0.00005330819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005734233,0.00006560552,0.9730978,0.000186845,0.000005749427,1.858117e-7,0.00242472,0.0002986045,0.00003748509,0.0001093764,0.01950224,0.004214061],"study_design_scores_gemma":[0.0004260998,0.00006648402,0.6455237,0.0001685773,0.00001153156,4.018562e-7,0.001444247,0.00009069099,0.00005380226,0.0001872707,0.3519501,0.00007707491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875693,0.0003664563,0.00002806564,0.003086913,0.00213965,0.003401698,0.0002660843,0.00002358515,0.003118226],"genre_scores_gemma":[0.9909448,0.00001594605,0.0001817178,0.003848887,0.000432531,0.003351444,0.00002117239,0.00001917787,0.001184332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3324479,"threshold_uncertainty_score":0.9995692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2810681227463542,"score_gpt":0.4827153104812062,"score_spread":0.201647187734852,"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."}}