{"id":"W4412337351","doi":"","title":"A general population job exposure matrix based on expert ratings and technical measurements: upper arm elevation and repetitive shoulder movements:9th International Conference on Prevention of Work-Related Musculoskeletal Disorders, Toronto, Canada","year":2016,"lang":"en","type":"article","venue":"","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Population; Elevation (ballistics); Physical medicine and rehabilitation; Physical therapy; Applied psychology; Medicine; Engineering; Psychology; Environmental health; Mechanical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002443318,0.0002160539,0.0001961553,0.00007734687,0.0000643855,0.00002092085,0.0001008149,0.000145162,0.001813334],"category_scores_gemma":[0.00006776112,0.0001670048,0.00007345139,0.00006304908,0.00005948861,0.0001735831,0.00003445007,0.00009042686,0.000001491406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002662264,"about_ca_system_score_gemma":0.00005982618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06375427,"about_ca_topic_score_gemma":0.1812121,"domain_scores_codex":[0.9983981,0.0001238638,0.0004477435,0.0004762469,0.0003490513,0.0002049467],"domain_scores_gemma":[0.9993315,0.00005503013,0.000211395,0.0002174534,0.0001097407,0.00007488852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002194029,0.002008584,0.5400463,0.00007620286,0.0007646994,0.000002784573,0.0006081753,0.0001477727,0.02264234,0.2027236,0.006369077,0.2224165],"study_design_scores_gemma":[0.004548624,0.001049893,0.9906872,0.0002673011,0.00003517932,0.000001139073,0.0004391139,0.0004910091,0.0001224684,0.001332574,0.0005947846,0.0004307137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683989,0.0001198951,0.002686681,0.002082373,0.0006816905,0.0007076641,0.00002786645,0.000043102,0.02525182],"genre_scores_gemma":[0.9958168,0.00008072976,0.0005813151,0.0002599084,0.00003334781,0.00009442022,0.00009713282,0.00002311654,0.003013275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4506409,"threshold_uncertainty_score":0.9990991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01540130074253009,"score_gpt":0.3041766664698233,"score_spread":0.2887753657272932,"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."}}