{"id":"W4416698944","doi":"10.1016/j.chest.2025.09.077","title":"CLINICAL OUTCOMES AND HEALTH CARE UTILISATION IN PATIENTS WITH MALIGNANT PLEURAL EFFUSION MANAGED WITHIN AN AMBULATORY VIRTUAL PROGRAM","year":2025,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Merck Canada","keywords":"Ambulatory; Health care; Malignant pleural effusion; Ambulatory care; Pleural effusion; MEDLINE","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004160148,0.0001804953,0.0003650838,0.000562902,0.000688569,0.001311484,0.0003344775,0.0005282047,0.001772839],"category_scores_gemma":[0.00346528,0.0001454438,0.0005206145,0.0009453893,0.0003186824,0.0007810832,0.0009142926,0.000879346,0.0001591262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007794722,"about_ca_system_score_gemma":0.0006580825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00779043,"about_ca_topic_score_gemma":0.009290401,"domain_scores_codex":[0.9994241,0.0001703245,0.00006446578,0.00005827709,0.00008120417,0.0002016017],"domain_scores_gemma":[0.9981132,0.0002755991,0.000699396,0.00003396028,0.0001596541,0.0007182802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002268259,0.0003944574,0.9972296,0.00001376638,0.0000490132,0.0001158981,0.0002161145,0.0000607776,0.00007165868,0.00002473007,0.0001307522,0.001466336],"study_design_scores_gemma":[0.00001466336,0.0004473973,0.9974415,0.00001415638,0.00003054309,0.0001444862,0.001409673,0.0003209892,0.00003284191,0.000032673,0.0001044776,0.000006463108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995304,0.00006285007,0.000008066741,0.00004708236,0.000005092572,0.000004945592,0.00007287885,6.924196e-7,0.0002679204],"genre_scores_gemma":[0.9997813,0.00003225989,0.00001052248,0.00002648047,0.000007754004,0.00000421516,0.0000823959,4.147759e-7,0.00005458547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00779043,"threshold_uncertainty_score":0.01549011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03608128772471312,"score_gpt":0.3828279101234604,"score_spread":0.3467466223987473,"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."}}