{"id":"W4390733722","doi":"10.2139/ssrn.4683452","title":"Coloring Without Lines: An Assembly Organization's Approach to Conducting Ergonomics Assessments of Nutrunners in the Absence of Exposure Limits","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Business","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001446469,0.0002883383,0.0004457094,0.0003321649,0.0000581292,0.0001250606,0.0007687888,0.0001991183,0.000001979762],"category_scores_gemma":[0.00003928567,0.0002525786,0.00009119065,0.0003034592,0.00002547208,0.000122936,0.0001519046,0.003031915,0.000001683929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009168772,"about_ca_system_score_gemma":0.001312343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004223332,"about_ca_topic_score_gemma":0.0003702004,"domain_scores_codex":[0.9978999,0.00006912823,0.000690795,0.0002819976,0.0002115856,0.0008466078],"domain_scores_gemma":[0.9991567,0.00004757859,0.0002600963,0.0003300591,0.0001420286,0.00006361182],"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":[0.00003972261,0.0001822432,0.01240899,0.0008509406,0.0006097365,0.00000230141,0.007255689,0.9163457,0.008364273,0.05252918,0.00002185955,0.001389412],"study_design_scores_gemma":[0.008344224,0.005505722,0.06489791,0.01069557,0.002051827,0.001357082,0.2868283,0.346247,0.04514055,0.2177059,0.0008405454,0.01038528],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941846,0.0008675202,0.003395514,0.00001610761,0.0005700937,0.0002918833,0.00001091833,0.00003993115,0.0006234579],"genre_scores_gemma":[0.9972392,0.001270152,0.001047237,0.000009320192,0.000269494,0.00001209662,0.00002616507,0.00008964307,0.00003663456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5700986,"threshold_uncertainty_score":0.9999927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03311301580915881,"score_gpt":0.2764008813412945,"score_spread":0.2432878655321357,"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."}}