{"id":"W2063246335","doi":"10.1378/chest.12-3103","title":"Clinical Outcomes of Indwelling Pleural Catheter-Related Pleural Infections","year":2013,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":178,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Incidence (geometry); Antibiotics; Internal medicine; Retrospective cohort study; Staphylococcus aureus; Intensive care medicine; Surgery; Microbiology; Bacteria","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":[0.0002181703,0.000153531,0.0004302286,0.0001200298,0.0001277175,0.00003102109,0.0001124152,0.0001138422,0.00135183],"category_scores_gemma":[0.0002736904,0.0001034537,0.0004763882,0.0001510403,0.0001446546,0.0002340831,0.00003577826,0.0006157327,0.0001939586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002586663,"about_ca_system_score_gemma":0.00011404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005628819,"about_ca_topic_score_gemma":0.000002776199,"domain_scores_codex":[0.9985235,0.00008006346,0.0007678186,0.0001402964,0.0002286688,0.0002596279],"domain_scores_gemma":[0.998781,0.0001992902,0.0002584475,0.0001696636,0.0001812,0.0004103585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002973438,0.000597889,0.9926838,0.00003451881,0.0001780905,0.00005364736,0.00009806335,0.00001465395,0.0007311394,0.00001474341,0.001691556,0.003872129],"study_design_scores_gemma":[0.001117974,0.0004818057,0.9942911,0.00008026061,0.0001738873,0.0009522269,0.0001304243,0.0003453923,0.0001594166,0.0005333899,0.001614923,0.000119144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963455,0.000304817,0.00003623948,0.001509569,0.0005675842,0.0001550413,0.000006984934,0.00004032135,0.001033975],"genre_scores_gemma":[0.997308,0.0001774429,0.0004110592,0.000322669,0.0002611671,0.000004983102,0.00001439019,0.00001763094,0.001482654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003752985,"threshold_uncertainty_score":0.9995611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04611169009480964,"score_gpt":0.3299270781956595,"score_spread":0.2838153881008499,"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."}}