{"id":"W4378978658","doi":"10.1055/s-0043-1769614","title":"The Global Burden of Pleural Diseases","year":2023,"lang":"en","type":"article","venue":"Seminars in Respiratory and Critical Care Medicine","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Alberta Health; University of Calgary","funders":"","keywords":"Medicine; Burden of disease; Intensive care medicine; Disease; Pneumothorax; Tuberculosis; Disease burden; Pleural effusion; Pleural disease; Quality of life (healthcare); Pneumonia; Environmental health; Malignant pleural effusion; Respiratory disease; Surgery; Internal medicine; Pathology; Lung","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":[0.0001771779,0.0001320756,0.0002962602,0.00006195226,0.000114204,0.000006035649,0.0000993798,0.0000601695,0.00004754763],"category_scores_gemma":[0.001712976,0.00007772454,0.00005709239,0.0004619586,0.001001078,0.00004289377,0.00007434827,0.0001298175,0.000006762856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003657646,"about_ca_system_score_gemma":0.00007431711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003021131,"about_ca_topic_score_gemma":0.00001037445,"domain_scores_codex":[0.9987565,0.00008542188,0.0002989286,0.0002151161,0.0003561935,0.0002878155],"domain_scores_gemma":[0.9987358,0.000638023,0.00002335203,0.0002115979,0.0001123935,0.0002787816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001343808,0.00009712101,0.8405592,0.002035173,0.00003406463,0.002600064,0.001085069,0.000005610119,0.001146267,0.01252107,0.01307984,0.1254927],"study_design_scores_gemma":[0.00248223,0.002841577,0.87994,0.002463134,0.0003787588,0.00008888706,0.03493467,0.0001836723,0.0001978108,0.007775786,0.06841973,0.0002936921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317535,0.0586675,7.534285e-7,0.006792753,0.0001969356,0.0001732393,0.00009308684,0.00005502215,0.002267183],"genre_scores_gemma":[0.9981351,0.0006062649,0.000004055227,0.0007533776,0.0003263303,0.00002034982,0.00002883095,0.000007862655,0.0001178213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.125199,"threshold_uncertainty_score":0.3688513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734442732954806,"score_gpt":0.3446588965871595,"score_spread":0.3173144692576114,"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."}}