{"id":"W4401282939","doi":"10.1016/j.apergo.2024.104358","title":"Wearable heart rate sensing and critical power-based whole-body fatigue monitoring in the field","year":2024,"lang":"en","type":"article","venue":"Applied Ergonomics","topic":"Heart Rate Variability and Autonomic Control","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Wearable computer; Field (mathematics); Wearable technology; Power (physics); Medicine; Computer science; Embedded system; Physics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003846447,0.0005269914,0.0005539272,0.000613013,0.0002003106,0.0006839405,0.0003985296,0.0009345729,0.001387266],"category_scores_gemma":[0.001003286,0.0002325176,0.0002485524,0.0005220372,0.0003080818,0.0005721058,0.000382824,0.0003884694,0.000345817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001305173,"about_ca_system_score_gemma":0.0001838859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006687428,"about_ca_topic_score_gemma":0.0009683496,"domain_scores_codex":[0.9996502,0.0001049966,0.00001745621,0.0001138937,0.00008625785,0.00002725037],"domain_scores_gemma":[0.9996898,0.0001202528,0.00005277775,0.00003097721,0.00006608629,0.00004001736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004309406,0.0006553846,0.07644977,0.001230855,0.0002553916,0.000641858,0.0007318424,0.004096794,0.5321513,0.0009212773,0.004057535,0.3744985],"study_design_scores_gemma":[0.0004504177,0.007437855,0.7203627,0.0004649225,0.0006281811,0.007981884,0.001143591,0.1080315,0.1357195,0.006524662,0.01098666,0.0002681916],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.851007,0.01173497,0.1277087,0.0007911185,0.0006403475,0.0001359397,0.0009519297,0.0004731579,0.006556893],"genre_scores_gemma":[0.9756413,0.00203708,0.01994486,0.0003173016,0.0004630061,0.00006057159,0.0001783797,0.00003199509,0.001325394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001387266,"threshold_uncertainty_score":0.004640877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02048529128717395,"score_gpt":0.3006941216780555,"score_spread":0.2802088303908815,"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."}}