{"id":"W4399304405","doi":"10.1097/jom.0000000000003080","title":"Occupational Health and Neuroergonomics","year":2024,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"","keywords":"Occupational safety and health; Environmental health; Order (exchange); Business; Risk analysis (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":[0.0001151505,0.00007977983,0.0001290082,0.0001042076,0.00004103017,0.00001542556,0.00003002201,0.00001962915,0.00008787828],"category_scores_gemma":[0.000005365492,0.00006200695,0.00002090414,0.0000204462,0.00007549593,0.0001239845,0.00001312049,0.0001163549,0.000002665231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006538863,"about_ca_system_score_gemma":0.00002454233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002887293,"about_ca_topic_score_gemma":0.000001134632,"domain_scores_codex":[0.9994906,0.000006708764,0.0002625823,0.00005520056,0.0001046398,0.00008023371],"domain_scores_gemma":[0.999737,0.00005509107,0.00003937152,0.00002865517,0.00000277583,0.0001370859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001872499,0.0002968522,0.4014836,0.001649852,0.001313737,0.0002020031,0.01869865,0.01816094,0.0153167,0.02897217,0.1050574,0.4069756],"study_design_scores_gemma":[0.0008985323,0.0007443122,0.9219061,0.0002564976,0.00003757402,0.0005458575,0.000772407,0.02057191,0.00004992481,0.001104099,0.05290041,0.0002123658],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898354,0.008582763,0.0005878703,0.0003843847,0.0004436476,0.00002969677,0.00002508118,0.00001031063,0.0001008744],"genre_scores_gemma":[0.9958393,0.003307041,0.0001829226,0.0002337103,0.0003624448,5.673332e-7,0.00002438185,0.00001025679,0.00003937913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5204225,"threshold_uncertainty_score":0.252857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924367602732317,"score_gpt":0.2501920614658126,"score_spread":0.2309483854384894,"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."}}