{"id":"W4396808765","doi":"10.4103/singaporemedj.smj-2022-083","title":"Occupational malignant mesothelioma in Singapore","year":2024,"lang":"en","type":"article","venue":"Singapore Medical Journal","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asbestos; Asbestosis; Mesothelioma; Environmental health; Chrysotile; Medicine; Population; Forensic engineering; Business; Engineering; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005775801,0.0001599313,0.000226132,0.0002968834,0.00009445017,0.00007047247,0.0001071825,0.0001298778,0.005508963],"category_scores_gemma":[0.0002885394,0.0001128315,0.0001727318,0.0002962738,0.0001753624,0.0001488662,0.0000418806,0.0006136433,0.0002206201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002355585,"about_ca_system_score_gemma":0.0008061701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001337522,"about_ca_topic_score_gemma":0.000006395488,"domain_scores_codex":[0.9975688,0.00005621777,0.0004677445,0.0002415199,0.001363873,0.0003018812],"domain_scores_gemma":[0.9991257,0.0001163856,0.00004712941,0.0001042312,0.00003018546,0.0005763734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001168005,0.001389472,0.6748653,0.0004527199,0.0002801839,0.03347355,0.0005002421,0.00004106848,0.002865378,0.004409601,0.03921051,0.2413439],"study_design_scores_gemma":[0.001668699,0.0003507904,0.9283022,0.003089556,0.0001354842,0.01274547,0.0001787003,0.003887049,0.0003824991,0.004719556,0.04424449,0.0002955056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783649,0.00453529,0.0005114605,0.01046892,0.0009261473,0.0001460545,0.00002775526,0.00008320467,0.004936201],"genre_scores_gemma":[0.9957591,0.0002124011,0.0005997508,0.001570785,0.001122219,0.000005470173,0.00008186471,0.0000271343,0.0006213109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2534369,"threshold_uncertainty_score":0.9954001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01583914001654767,"score_gpt":0.311802375088047,"score_spread":0.2959632350714993,"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."}}