{"id":"W2057423744","doi":"10.1139/h10-053","title":"Perceived exertion and heart rate models for estimating metabolic workload in elite British soldiers performing a backpack load-carriage task","year":2010,"lang":"en","type":"article","venue":"Applied Physiology Nutrition and Metabolism","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Carnegie Trust for the Universities of Scotland","keywords":"Backpack; Workload; Heart rate; Rating of perceived exertion; Medicine; Physical therapy; Simulation; Physical medicine and rehabilitation; Computer science; Internal medicine; Blood pressure; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008828283,0.0002213315,0.0005566909,0.0001329872,0.0009154181,0.00002207392,0.00007754814,0.0003552288,0.00006107259],"category_scores_gemma":[0.00008243611,0.0002368699,0.00005495037,0.0001768674,0.0001495986,0.0003281494,0.0000544472,0.0007815209,0.00001649038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002455111,"about_ca_system_score_gemma":0.0001670033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002015698,"about_ca_topic_score_gemma":0.0002837327,"domain_scores_codex":[0.9980015,0.0001585757,0.0005802298,0.0004838958,0.0001197102,0.0006561305],"domain_scores_gemma":[0.9988564,0.0003929119,0.0001857882,0.0001718599,0.0001615469,0.0002314847],"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":[0.001322804,0.00035106,0.001447617,0.002586983,0.00005181484,0.000001243928,0.005772756,0.0001890054,0.8280142,0.02091257,0.001328374,0.1380216],"study_design_scores_gemma":[0.008102922,0.00001585078,0.87909,0.0003925673,0.00005365153,0.000007190874,0.0007443974,0.04059922,0.0001431557,0.02223488,0.0482227,0.0003934902],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993562,0.002389451,0.0004573911,0.0003492667,0.0007304309,0.001831697,0.00008938761,0.00006045396,0.0005298849],"genre_scores_gemma":[0.9723511,0.004166614,0.01796079,0.002641829,0.0009391451,0.001674824,0.0001476319,0.00003091264,0.00008719308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8776423,"threshold_uncertainty_score":0.9659273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02988214585492122,"score_gpt":0.3468278175711647,"score_spread":0.3169456717162435,"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."}}