{"id":"W3154941012","doi":"10.1097/jom.0000000000002232","title":"Plasma Metabolic Profiling in Patients With Silicosis and Asbestosis","year":2021,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Silicosis; Asbestosis; Medicine; Profiling (computer programming); Pneumoconiosis; Internal medicine; Pathology; Lung; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.00009055944,0.0001274998,0.0003032386,0.0001124173,0.00004337095,0.00000513466,0.00002357756,0.00003746723,0.0001879115],"category_scores_gemma":[0.00004379712,0.00008477487,0.00003194414,0.00008418253,0.0001808718,0.0001499019,0.00003068493,0.0001275213,0.000001650209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005112135,"about_ca_system_score_gemma":0.00003300564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000558063,"about_ca_topic_score_gemma":0.000002036672,"domain_scores_codex":[0.998888,0.0000247193,0.0003365931,0.000151649,0.0004900334,0.0001090583],"domain_scores_gemma":[0.9995301,0.00006172535,0.0001372472,0.00006345879,0.00001957795,0.0001878801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001444589,0.0004805281,0.9914364,0.00003215869,0.00007320323,0.0000464668,0.00006614382,0.00002169257,0.001690076,0.00004654465,0.0000277028,0.004634496],"study_design_scores_gemma":[0.005034046,0.0007462738,0.992168,0.0001753867,0.0001945317,0.0001681355,0.0002662748,0.0000582599,0.000686417,0.00003332594,0.0003844195,0.00008492343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974639,0.001725853,0.00001053758,0.0005414004,0.0000414216,0.0001018155,0.00002832026,0.000002215265,0.00008455805],"genre_scores_gemma":[0.9975041,0.0006606662,0.001112884,0.0004117435,0.000101377,0.000003383391,0.0001375144,0.00001004697,0.00005827678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004549572,"threshold_uncertainty_score":0.3457019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009812597168727802,"score_gpt":0.233664744824691,"score_spread":0.2238521476559632,"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."}}