{"id":"W3095528242","doi":"10.1016/j.chest.2020.09.282","title":"Key Highlights From the American Association for Bronchology and Interventional Pulmonology Evidence-Informed Guidelines and Expert Panel Report for the Management of Indwelling Pleural Catheters","year":2020,"lang":"en","type":"letter","venue":"CHEST Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Cumming School of Medicine, University of Calgary; University of California, Los Angeles; Marie Curie; University of Texas MD Anderson Cancer Center; School of Medicine, Stanford University; Virginia Commonwealth University; Roche; Cleveland Clinic; Rocket; Cleveland Clinic Foundation","keywords":"Medicine; Pulmonology; Pulmonary medicine; Intensive care medicine; Bronchoscopy; Medical physics; Internal medicine; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003197436,0.000206908,0.0004799668,0.00005073305,0.0002053936,0.00005105541,0.0002009352,0.0001319352,0.00001274315],"category_scores_gemma":[0.000496582,0.0001105617,0.0002980598,0.00005514271,0.000182354,0.0000883349,0.00007380152,0.000471708,5.805915e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001066507,"about_ca_system_score_gemma":0.00009319073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008159084,"about_ca_topic_score_gemma":0.00000808914,"domain_scores_codex":[0.9984367,0.00006202434,0.0007355554,0.0002554696,0.0002654168,0.000244767],"domain_scores_gemma":[0.9968424,0.001477677,0.001189835,0.0001602773,0.0002553199,0.00007446836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009911488,0.00004010458,0.01072943,0.0006439919,0.002094963,0.0007225845,0.0005398716,0.000002637204,0.0002059215,0.00001267955,0.9700941,0.01392253],"study_design_scores_gemma":[0.0008877032,0.0005313982,0.0688992,0.0009355296,0.001261619,0.001135677,0.0005406301,0.0002698022,0.0000462045,0.000738424,0.9245803,0.0001735102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05249874,0.007706394,0.001124839,0.9373638,0.0005260786,0.0006337454,0.0001251178,0.0000118525,0.000009423887],"genre_scores_gemma":[0.07832761,0.04425837,0.0140539,0.8307679,0.02448765,0.0006212406,0.002692123,0.0001389868,0.004652264],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.106596,"threshold_uncertainty_score":0.4508575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1608448849647232,"score_gpt":0.3669435844197829,"score_spread":0.2060986994550597,"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."}}