{"id":"W2075383421","doi":"10.1111/j.1539-6924.2005.00643.x","title":"Mesothelioma: Risk Apportionment Among Asbestos Exposure Sources","year":2005,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Asbestos; Mesothelioma; Environmental health; Apportionment; Damages; Occupational disease; Medicine; Pathology; Law; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001593082,0.0001455805,0.0002833048,0.0002338104,0.0001569836,0.00001602244,0.00006189331,0.00005658581,0.002468225],"category_scores_gemma":[0.00003361623,0.0001145936,0.0004435447,0.0004587499,0.00008162489,0.00008936631,0.00002866208,0.0001103514,0.0004229536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008882226,"about_ca_system_score_gemma":0.00001412877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003654121,"about_ca_topic_score_gemma":0.0001484458,"domain_scores_codex":[0.9987568,0.00005493681,0.0002883662,0.0002845555,0.0004398606,0.0001755197],"domain_scores_gemma":[0.9992399,0.00003260089,0.0001994581,0.0003031519,0.00001680161,0.0002080689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005518927,0.0003415962,0.9807363,0.000005711282,0.001615346,0.000007876199,0.000115287,0.007873924,0.00004735644,0.000006162008,0.0004188169,0.008776478],"study_design_scores_gemma":[0.0004223733,0.00006707904,0.9817936,0.000006462938,0.008899012,0.000001838506,0.0001610447,0.004402213,0.0003210851,0.0000327924,0.003766115,0.0001263724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965292,0.001125531,0.000966928,0.0001688606,0.00001350191,0.000123608,0.00009507162,0.00005636517,0.0009209359],"genre_scores_gemma":[0.9955889,0.0007831362,0.00084306,0.0001222293,0.0001769094,0.00002578092,0.0001847821,0.00001373792,0.002261493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008650105,"threshold_uncertainty_score":0.9984437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003911307561386158,"score_gpt":0.2199303273909431,"score_spread":0.2160190198295569,"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."}}