{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002102414,0.0003587761,0.0004197189,0.0007104323,0.0003043805,0.0004132352,0.0001197747,0.0004156152,0.001075033],"category_scores_gemma":[0.0006682163,0.0001348369,0.0001765905,0.000485821,0.0001971435,0.0001940695,0.0002340144,0.0002468652,0.0001590998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323031,"about_ca_system_score_gemma":0.000114526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000406414,"about_ca_topic_score_gemma":0.0005082006,"domain_scores_codex":[0.9998282,0.00003714335,0.00002026854,0.00005093907,0.00003689566,0.00002648942],"domain_scores_gemma":[0.999727,0.00005692589,0.0001202835,0.0000133554,0.00003018215,0.00005238011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002029546,0.00008273897,0.964223,0.00006354462,0.0001181549,0.001500359,0.0001801388,0.0001217369,0.0262304,0.00002690592,0.0001122615,0.00531118],"study_design_scores_gemma":[0.00003479857,0.0005723572,0.9927798,0.00001068211,0.00007823847,0.003136212,0.0002375706,0.0003609574,0.002370165,0.00007832889,0.0003359975,0.000004915934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988147,0.0006556686,0.0001430583,0.00003148705,0.000005266513,0.000005103671,0.0001377853,0.000007260223,0.0001997135],"genre_scores_gemma":[0.9994738,0.000130641,0.0001078173,0.00002096825,0.00000737686,0.000004749165,0.0001466207,0.000001368848,0.0001065783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001075033,"threshold_uncertainty_score":0.003596306,"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."}}