{"id":"W2945463490","doi":"10.1183/13993003.02442-2018","title":"Diagnosis and outcome of acute respiratory failure in immunocompromised patients after bronchoscopy","year":2019,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto","funders":"Rigshospitalet; Universiteit Gent; Région Normandie; Sociedade Beneficente Israelita Brasileira Albert Einstein; Universitair Medisch Centrum Groningen; Universität Wien; Universitair Ziekenhuis Gent; Medizinische Universität Wien; Università Cattolica del Sacro Cuore; Radboud Universitair Medisch Centrum; Helsingin Yliopisto; Hospital de Câncer de Barretos; Radboud Universiteit; Université de Lille; Univerzita Karlova v Praze","keywords":"Medicine; Bronchoscopy; Acute respiratory failure; Respiratory failure; Respiratory system; Intensive care medicine; Internal medicine; Radiology; Mechanical ventilation","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":[0.0005307599,0.0002287777,0.0004710337,0.0002584721,0.00004584259,0.00004227351,0.0001293259,0.00005620483,0.0004218011],"category_scores_gemma":[0.0000333904,0.0001775675,0.0001524747,0.0001501518,0.00006698583,0.0001716173,0.00009058115,0.0004183898,0.0001174596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002239812,"about_ca_system_score_gemma":0.00007602858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004507068,"about_ca_topic_score_gemma":0.000005856212,"domain_scores_codex":[0.9980448,0.0002900122,0.0007317273,0.000303287,0.000351583,0.0002785982],"domain_scores_gemma":[0.9989306,0.0000527647,0.0002923254,0.000372451,0.0001369259,0.0002148964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004645753,0.0003846148,0.9914359,0.00009490911,0.0001916614,0.0003625571,0.0002177937,0.00000148728,0.0007621013,0.000003535467,0.0009961975,0.005084638],"study_design_scores_gemma":[0.00862675,0.001250974,0.9542477,0.0005659318,0.0001460363,0.00001258466,0.00003047368,6.544414e-7,0.001176555,0.000003359729,0.03378334,0.0001556224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955654,0.002158615,0.000001078363,0.0001399947,0.0002397459,0.0005513285,0.00002195483,0.00001437689,0.001307534],"genre_scores_gemma":[0.9977549,0.0001945559,0.0001918894,0.001557692,0.0001223168,0.00002785729,0.000002468987,0.0000549478,0.000093368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03718821,"threshold_uncertainty_score":0.7240993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01585442494436572,"score_gpt":0.281539736520518,"score_spread":0.2656853115761523,"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."}}