{"id":"W4319317894","doi":"10.3390/ijerph20042809","title":"Commonly Used Subjective Effort Scales May Not Predict Directly Measured Physical Workloads and Fatigue in Hispanic Farmworkers","year":2023,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"National Institute for Occupational Safety and Health","keywords":"Shoulders; Perceived exertion; Rating of perceived exertion; Human factors and ergonomics; Physical medicine and rehabilitation; Medicine; Injury prevention; Poison control; Work (physics); Population; Physical therapy; Occupational safety and health; Electromyography; Psychology; Heart rate; Environmental health; Blood pressure; Engineering","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":[0.001664028,0.0003500334,0.000197761,0.0006814445,0.0002039651,0.0004814741,0.0002282922,0.0003514617,0.001345559],"category_scores_gemma":[0.005227232,0.0001631523,0.0002716274,0.0002545039,0.00029677,0.0003899359,0.0003563875,0.0002591899,0.0002470194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001240791,"about_ca_system_score_gemma":0.0001395733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002845267,"about_ca_topic_score_gemma":0.005500229,"domain_scores_codex":[0.999548,0.000189727,0.00004620238,0.0000766586,0.00008906405,0.00005027893],"domain_scores_gemma":[0.9979191,0.0006578873,0.0008636693,0.0001284401,0.0002513159,0.0001795756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007276973,0.00005629235,0.9953477,0.00001758886,0.00003108248,0.0000414075,0.0003228108,0.0000530651,0.0004637712,0.000008645233,0.00006399408,0.003520851],"study_design_scores_gemma":[0.000004265758,0.0001098053,0.9985234,0.00001593054,0.00001035404,0.00004426924,0.0008857953,0.000186407,0.00007741551,0.00002483383,0.0001147698,0.000002736586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992338,0.00009554096,0.0002409939,0.00002459338,0.000005461776,0.0000087873,0.00003696636,0.000002490571,0.0003513978],"genre_scores_gemma":[0.9993439,0.00008321775,0.0001765883,0.0000401651,0.00001217439,0.00002015828,0.00007819113,0.000002584485,0.0002428863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002845267,"threshold_uncertainty_score":0.008800328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1967127228075793,"score_gpt":0.4931898445635834,"score_spread":0.2964771217560042,"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."}}