{"id":"W3097427119","doi":"10.11159/cdsr20.156","title":"Injury Risk and Comfort Assessment Applied to AmbulanceTransportation","year":2020,"lang":"en","type":"article","venue":"Proceedings of the International Conference of Control, Dynamic systems, and Robotics","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Medical emergency; Computer science; Transport engineering; Aeronautics; Engineering; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004299668,0.0001124757,0.0003142401,0.00005775716,0.0001814994,0.00001586639,0.0002288329,0.0000830423,0.00001128634],"category_scores_gemma":[0.00009614467,0.0000834184,0.00002646664,0.00008816677,0.00006316067,0.0001067603,0.00005268254,0.0002540258,0.000001672487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004514354,"about_ca_system_score_gemma":0.0001772785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001267356,"about_ca_topic_score_gemma":0.00002671602,"domain_scores_codex":[0.9986545,0.00001693975,0.0006350568,0.0001722319,0.0003667831,0.000154514],"domain_scores_gemma":[0.9983636,0.0001277515,0.0006493675,0.00005120129,0.0006911608,0.0001169453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005781222,0.00002384906,0.8531516,0.001373748,0.00007352197,6.432686e-8,0.001380355,0.00151709,0.00322809,0.1374219,0.0003243116,0.0009274245],"study_design_scores_gemma":[0.001778176,0.0002324362,0.6756167,0.0007024207,0.00008163291,0.000001184383,0.002304639,0.3170551,0.00003055698,0.00111258,0.0009088785,0.0001756517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775888,0.00009738576,0.009003834,0.005463672,0.0007015094,0.001378877,0.0004209525,0.00002682448,0.005318101],"genre_scores_gemma":[0.9977503,0.0002219552,0.001155065,0.0005997387,0.0001074692,0.00004467855,0.00001182368,0.000008759173,0.000100182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.315538,"threshold_uncertainty_score":0.3401704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04039916210210633,"score_gpt":0.3644923204515034,"score_spread":0.3240931583493971,"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."}}