{"id":"W2979677066","doi":"","title":"Validation of an asbestos job-exposure matrix: Exposure-response relationships for malignant mesothelioma","year":2018,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Medicine; Asbestos; Mesothelioma; Job-exposure matrix; Occupational exposure; Oncology; Internal medicine; Pathology; Environmental health","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":[0.00889621,0.0006701611,0.0004923928,0.001012983,0.001186733,0.001196782,0.0009659671,0.0009173187,0.002114542],"category_scores_gemma":[0.01290534,0.0004400298,0.0009673162,0.0009168124,0.0006498784,0.0005253835,0.001201953,0.0006334538,0.0007728018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000592342,"about_ca_system_score_gemma":0.001464618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00539305,"about_ca_topic_score_gemma":0.01238563,"domain_scores_codex":[0.9893874,0.00556534,0.0009078244,0.001325559,0.002530469,0.0002833784],"domain_scores_gemma":[0.9890155,0.003627443,0.001598146,0.001871119,0.003516713,0.0003711357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006734375,0.003227476,0.7841048,0.0004266786,0.001740762,0.0001792314,0.001515594,0.002843267,0.1636249,0.0005053846,0.001483701,0.0336139],"study_design_scores_gemma":[0.0001614227,0.004040322,0.9523603,0.00004061725,0.000611835,0.0003101247,0.0005842499,0.004947159,0.0294419,0.0003060846,0.007156819,0.00003910081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854909,0.0003327383,0.009753089,0.0001869045,0.00008830765,0.0006036373,0.002216144,0.00005860037,0.001269757],"genre_scores_gemma":[0.9861403,0.0001033301,0.009395695,0.00008044872,0.00003921502,0.0004345783,0.001747854,0.00004230073,0.002016173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00889621,"threshold_uncertainty_score":0.04704827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08690491741669569,"score_gpt":0.3460440377088929,"score_spread":0.2591391202921972,"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."}}