{"id":"W7001368878","doi":"","title":"An introduction to the special issue on digital human modeling (dhm) in Ergonomics 4.0","year":2021,"lang":"en","type":"article","venue":"ResearchOnline at James Cook University (James Cook University)","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human factors and ergonomics; Focus (optics); Sociotechnical system; Road map; Human use","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002529717,0.0003181215,0.0003608289,0.0009823593,0.0008857478,0.0001882564,0.0009921116,0.000223922,0.002193006],"category_scores_gemma":[0.00007057221,0.0003660336,0.000227601,0.001257913,0.0003102836,0.0005321403,0.0006651851,0.0007173669,0.0005547215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00117415,"about_ca_system_score_gemma":0.0003157181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006971621,"about_ca_topic_score_gemma":0.005381377,"domain_scores_codex":[0.9972165,0.0003960861,0.000238622,0.001063182,0.0003259906,0.0007596444],"domain_scores_gemma":[0.9981253,0.0001257197,0.00008579587,0.001040907,0.0002414868,0.0003807885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02059532,0.007638896,0.0091095,0.0001555279,0.001468947,0.006033348,0.0223513,0.2171607,0.003137595,0.2464985,0.2487569,0.2170935],"study_design_scores_gemma":[0.001855981,0.0004132376,0.001651041,0.00002293796,0.00003156766,0.000009527978,0.01941781,0.002969366,0.00004174817,0.00005718266,0.9731069,0.0004227165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9230968,0.00004377735,0.0004439571,0.008728288,0.0004912149,0.0005087837,0.0001830064,0.00009434976,0.06640983],"genre_scores_gemma":[0.7522935,0.0003577782,0.0003185031,0.0006119462,0.0050102,0.000001105007,0.0007847832,0.00009299983,0.2405291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.72435,"threshold_uncertainty_score":0.9998792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981447033312136,"score_gpt":0.2827136777977667,"score_spread":0.2628992074646454,"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."}}