{"id":"W4297330028","doi":"10.1016/j.apergo.2022.103905","title":"Comparison of physical demanding paramedic work tasks between an Australian and Canadian ambulance service","year":2022,"lang":"en","type":"article","venue":"Applied Ergonomics","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ambulance service; Checklist; Work (physics); Service (business); Task (project management); Emergency medical services; Service personnel; Medical emergency; Occupational safety and health; Applied psychology; Psychology; Medicine; Engineering; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001227642,0.0005164512,0.0005414573,0.002122813,0.004056745,0.001669182,0.001367802,0.0008431375,0.001982578],"category_scores_gemma":[0.005214275,0.0004422463,0.0006878574,0.002874565,0.0009445786,0.0005478389,0.002198908,0.0009608109,0.00047912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01536587,"about_ca_system_score_gemma":0.01766894,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9383128,"about_ca_topic_score_gemma":0.9738202,"domain_scores_codex":[0.9976144,0.0002029667,0.0001517372,0.0001877058,0.00101071,0.0008324309],"domain_scores_gemma":[0.9955491,0.0003924003,0.0005069319,0.00006263107,0.002349264,0.001139766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006405325,0.0004192474,0.9406272,0.0002246192,0.0001092092,0.0005250756,0.02895399,0.000532317,0.002461837,0.0002470256,0.001350962,0.02390803],"study_design_scores_gemma":[0.000002178586,0.00009383637,0.9918474,0.00001634537,0.000006830613,0.00004053457,0.007220224,0.0001140933,0.00003820223,0.000008116599,0.0006049891,0.000007306322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975349,0.0001374315,0.00006854549,0.0001268843,0.00001388665,0.00003621815,0.0002026794,0.000002962223,0.001876463],"genre_scores_gemma":[0.9970952,0.0002575885,0.0002030099,0.0001458926,0.000007553746,0.00003076072,0.0003850827,0.000005193267,0.001869561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06168723,"threshold_uncertainty_score":0.124101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103358459884505,"score_gpt":0.4407910048536699,"score_spread":0.3304551588652194,"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."}}