{"id":"W7155564360","doi":"10.7451/cbe.2024.66.2.1","title":"Redefining Ergonomic Design: Human-Centered Anthropometric Modeling for Tractor Cab Optimization.","year":2024,"lang":"","type":"article","venue":"Canadian Biosystems Engineering","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Tractor; Human factors and ergonomics; Joint (building); Field (mathematics); Body posture; Agricultural machinery; Operator (biology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006904366,0.0007318652,0.0007465163,0.003049423,0.0004316259,0.0006780826,0.0004949861,0.000638311,0.0003480226],"category_scores_gemma":[0.0001191337,0.0009323373,0.0004900356,0.001217299,0.00004389176,0.0002444097,0.00003405294,0.0004833574,0.0001080332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00180484,"about_ca_system_score_gemma":0.0008509158,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04574277,"about_ca_topic_score_gemma":0.01488883,"domain_scores_codex":[0.9958082,0.00007510171,0.001187213,0.001207052,0.0001375073,0.001584945],"domain_scores_gemma":[0.9979489,0.0002263077,0.0001230095,0.0006265583,0.00009936845,0.0009758972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001975396,0.00004114153,0.0000117832,0.001528055,0.0006613933,0.0000413173,0.0008093416,0.9842565,0.001280381,0.007963612,0.002079586,0.001307147],"study_design_scores_gemma":[0.0008623898,0.0002557499,0.00002860101,0.001028714,0.0001680873,0.0000302845,0.0005956465,0.9703475,0.00002391662,0.00001037657,0.02566952,0.000979214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05319369,0.06930497,0.842145,0.000508992,0.02582568,0.003755982,0.001472627,0.000572712,0.003220297],"genre_scores_gemma":[0.9929338,0.0004596318,0.004136251,0.00004596301,0.0009460761,0.0002707836,0.0002181442,0.0003967756,0.0005925353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9397402,"threshold_uncertainty_score":0.9993127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05844054326836457,"score_gpt":0.2942838537848194,"score_spread":0.2358433105164549,"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."}}