{"id":"W2624913702","doi":"10.1038/bjc.2017.161","title":"Prioritising action on occupational carcinogens in Europe: a socioeconomic and health impact assessment","year":2017,"lang":"en","type":"article","venue":"British Journal of Cancer","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Amec Foster Wheeler (Canada)","funders":"Cranfield University; European Commission; University of Warwick","keywords":"Environmental health; Directive; Health impact assessment; Socioeconomic status; Public health; Psychological intervention; European union; Business; Legislature; Medicine; Public economics; Political science; Population; Economics; Nursing","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":[0.02502754,0.0009024814,0.000653928,0.005736357,0.0007338214,0.002384729,0.0008508616,0.001974108,0.002815126],"category_scores_gemma":[0.01364904,0.0002142664,0.001945595,0.004501353,0.0008872836,0.001351553,0.003352833,0.0005350625,0.0001820207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006076598,"about_ca_system_score_gemma":0.006452267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01247124,"about_ca_topic_score_gemma":0.01069744,"domain_scores_codex":[0.9794824,0.01305078,0.001057255,0.0004717859,0.004874656,0.001063145],"domain_scores_gemma":[0.9884176,0.004839871,0.002551285,0.0003729356,0.003137141,0.000681135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001879993,0.001395827,0.4517727,0.004633187,0.002891446,0.001308254,0.0007282255,0.1380237,0.002573575,0.01675739,0.006894434,0.3711413],"study_design_scores_gemma":[0.0005811695,0.006994516,0.8391655,0.00437362,0.003052679,0.001846812,0.005744658,0.03935394,0.006327054,0.03068775,0.06164758,0.0002246781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8615335,0.04248114,0.02036362,0.01988318,0.0001842174,0.001369739,0.004533839,0.0001129228,0.04953788],"genre_scores_gemma":[0.9771475,0.00853309,0.01083663,0.001487488,0.00008718839,0.000282586,0.0008804984,0.000009308807,0.0007358909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02502754,"threshold_uncertainty_score":0.1323599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05609227141968798,"score_gpt":0.4407162038985005,"score_spread":0.3846239324788125,"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."}}