{"id":"W3153059168","doi":"10.1093/annweh/wxab016","title":"Welding Fume Exposure and Health Risk Assessment in a Cohort of Apprentice Welders","year":2021,"lang":"en","type":"article","venue":"Annals of Work Exposures and Health","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Apprenticeship; Welding; Metallurgy; Inductively coupled plasma mass spectrometry; Environmental science; Medicine; Environmental health; Materials science; Chemistry; Mass spectrometry; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003108265,0.0002894372,0.0003210932,0.0008765566,0.000660995,0.0007042009,0.0003086831,0.0005417839,0.001156646],"category_scores_gemma":[0.0007392865,0.0004065033,0.0004377338,0.0004778201,0.000239579,0.0003704784,0.0005289529,0.000589281,0.0003206548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003297067,"about_ca_system_score_gemma":0.0002805446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0228592,"about_ca_topic_score_gemma":0.0170668,"domain_scores_codex":[0.9997801,0.0000299135,0.00001506913,0.00006308745,0.00005079095,0.00006114499],"domain_scores_gemma":[0.9995652,0.00004586977,0.0001015935,0.00004730562,0.00008647585,0.0001534819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009916208,0.0001344558,0.9970594,0.000004771465,0.00002035109,0.0001802482,0.0005470598,0.0000182437,0.000863695,0.000005864894,0.00003714031,0.001029611],"study_design_scores_gemma":[0.000001761729,0.0001740307,0.9988611,0.000002440526,0.000008501019,0.0001649056,0.0005982897,0.00004490641,0.00006699348,0.000005519682,0.00006901141,0.000002477659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998178,0.00003390279,0.00002126442,0.00000640124,0.000001046862,0.0000040945,0.00003122503,0.000001129498,0.00008319927],"genre_scores_gemma":[0.9992558,0.00006713293,0.00004429051,0.0000149431,0.000002898927,0.000008688056,0.0001057014,0.000001062667,0.0004995018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0228592,"threshold_uncertainty_score":0.04545224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007233158870562,"score_gpt":0.3986896703176406,"score_spread":0.2979663544305844,"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."}}