{"id":"W2104221988","doi":"10.1093/annhyg/mel003","title":"From Expert-based to Quantitative Retrospective Exposure Assessment at a Söderberg Aluminum Smelter","year":2006,"lang":"en","type":"article","venue":"The Annals of Occupational Hygiene","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Job-exposure matrix; Exposure assessment; Mixed model; Aluminium smelting; Occupational exposure; Environmental science; Statistics; Environmental health; Medicine; Aluminium; Mathematics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02408157,0.0005030806,0.0003233893,0.001745601,0.0002234313,0.001321048,0.000957231,0.0005224314,0.001490918],"category_scores_gemma":[0.04024786,0.0004263838,0.0005200174,0.0008372411,0.0006169216,0.0006175772,0.001788978,0.0004356031,0.0005135743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072244,"about_ca_system_score_gemma":0.0008596145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007530662,"about_ca_topic_score_gemma":0.008170336,"domain_scores_codex":[0.9777453,0.0120337,0.001517467,0.003733224,0.004591191,0.000379169],"domain_scores_gemma":[0.9678392,0.01532831,0.005155983,0.005013992,0.006201724,0.0004606682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000774916,0.0001287384,0.8800781,0.0004445968,0.0005566575,0.000267547,0.003255935,0.004480575,0.003607002,0.0003944913,0.00186478,0.1041467],"study_design_scores_gemma":[0.00003295939,0.000720076,0.9783882,0.0003569452,0.0003065067,0.0005676812,0.001598575,0.006734799,0.004535414,0.0007156665,0.005980276,0.00006290353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482474,0.00181129,0.03946187,0.000385935,0.00005726311,0.0004357247,0.002322058,0.0002162901,0.007062104],"genre_scores_gemma":[0.9846078,0.0007035858,0.01159081,0.0002547966,0.00003798046,0.0001712058,0.001372559,0.00003312067,0.001228099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02408157,"threshold_uncertainty_score":0.1273571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0670058714850471,"score_gpt":0.3819216560350185,"score_spread":0.3149157845499714,"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."}}