{"id":"W2341546632","doi":"10.1016/j.apergo.2016.04.003","title":"Patient acuity as a determinant of paramedics' frequency of being exposed to physically demanding work activities","year":2016,"lang":"en","type":"article","venue":"Applied Ergonomics","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Wilfrid Laurier University; Queen's University","funders":"Public Safety Canada; Defence Research and Development Canada","keywords":"Operationalization; Triage; Medical emergency; Work (physics); Human factors and ergonomics; Perception; Occupational safety and health; Psychology; Poison control; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007399769,0.0001825456,0.0002016515,0.000943836,0.0005272537,0.0008756621,0.0002211242,0.0006448897,0.004331918],"category_scores_gemma":[0.01162663,0.0001423797,0.0004450659,0.0005716918,0.0003055813,0.0004653293,0.00054259,0.0008652016,0.0003824859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002760347,"about_ca_system_score_gemma":0.0007049889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002162305,"about_ca_topic_score_gemma":0.00251893,"domain_scores_codex":[0.9993699,0.0001827394,0.0001134322,0.00006200542,0.000134255,0.0001376711],"domain_scores_gemma":[0.9874691,0.005211338,0.004172408,0.0002534288,0.001030702,0.00186308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002009181,0.00009133005,0.9970189,0.00001254021,0.00002912682,0.0001330027,0.0002093816,0.00007065958,0.000422763,0.00001481636,0.00008998581,0.001706461],"study_design_scores_gemma":[0.00000332501,0.000224386,0.998216,0.00001024286,0.0000158587,0.0003231799,0.0007009651,0.0002930941,0.00007103269,0.00002490701,0.0001123319,0.000004616948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986855,0.000112426,0.00008956854,0.00009933849,0.00001578104,0.000006776012,0.00005749578,0.000002971064,0.0009300066],"genre_scores_gemma":[0.9997259,0.0000364985,0.00006065592,0.00002277112,0.00001342432,0.000002502869,0.00002591406,9.805051e-7,0.0001112771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004331918,"threshold_uncertainty_score":0.01449168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350273491304143,"score_gpt":0.2567459475818266,"score_spread":0.2432432126687852,"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."}}