{"id":"W4417535880","doi":"10.3205/25premus083","title":"Exposure to biomechanical risk factors for occupational wear and tear in women and men in the CONSTANCES cohort","year":2025,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Occupational exposure and asthma","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Cohort; Cohort study; Risk factor; Occupational safety and health; Workplace safety; Epidemiology","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":[0.002794958,0.00009616079,0.000173395,0.0001719886,0.0001268745,0.0000572113,0.0001313538,0.00006253141,0.00001622058],"category_scores_gemma":[0.001220449,0.00007449484,0.00002596708,0.0003675604,0.00009164125,0.00006207959,0.00006873011,0.0001291056,0.000001266237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004956701,"about_ca_system_score_gemma":0.0001123723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004033285,"about_ca_topic_score_gemma":0.0007017749,"domain_scores_codex":[0.9984794,0.0006941991,0.0002404923,0.0002576272,0.0001691903,0.0001591435],"domain_scores_gemma":[0.9977362,0.001613123,0.00006334445,0.0002760031,0.0002431192,0.00006817011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001522078,0.0002477515,0.9333006,0.00003967077,0.0000323711,0.000001229235,0.008239205,0.000002419831,0.001593704,0.04192321,0.0005784865,0.01388921],"study_design_scores_gemma":[0.001196484,0.000004390259,0.9856574,0.0002741566,0.00001336718,0.000002410143,0.001281076,0.0008726091,0.002613625,0.00247233,0.005518587,0.00009359362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842467,0.000243931,0.004261991,0.007390807,0.00002219004,0.0005987199,0.00004527765,0.00001628904,0.003174104],"genre_scores_gemma":[0.9948009,0.0001396125,0.003922472,0.0002858988,0.000005917827,0.00009995719,0.00005173105,0.000005590153,0.0006879552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05235684,"threshold_uncertainty_score":0.3037812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009671103696856757,"score_gpt":0.2563063093043784,"score_spread":0.2466352056075217,"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."}}