{"id":"W7133094376","doi":"","title":"Critical Illness in Patients with Hematologic Malignancies","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario","funders":"","keywords":"Mechanical ventilation; Intensive care unit; Incidence (geometry); Cohort; Hematologic malignancy; Respiratory failure; Malignancy; Hypoxemia; Epidemiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001789082,0.0001379634,0.0001454952,0.0003640555,0.000666024,0.0005130722,0.0003116015,0.0001842973,0.006784641],"category_scores_gemma":[0.001936499,0.00006125106,0.0001776862,0.0009904362,0.0002657317,0.0002319906,0.0004217954,0.0004330077,0.0002867302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004311027,"about_ca_system_score_gemma":0.004921656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1927962,"about_ca_topic_score_gemma":0.2498129,"domain_scores_codex":[0.9997517,0.00002476849,0.00002477638,0.00003570324,0.00009131821,0.00007174522],"domain_scores_gemma":[0.9990978,0.00007483367,0.0005020672,0.00001201499,0.0001423212,0.0001709816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007309933,0.00003139454,0.972573,0.0003305084,0.00002750131,0.0003169285,0.0005154081,0.00007890223,0.0002610949,0.0001622306,0.004974757,0.02065516],"study_design_scores_gemma":[0.000009146104,0.00002980354,0.9947724,0.0001490108,0.00001326012,0.0004027283,0.0004851062,0.0000456309,0.00004941774,0.00006811516,0.003972035,0.000003334821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626364,0.01015447,0.000229604,0.004798826,0.0001202998,0.0001738607,0.004266966,0.00002738562,0.01759216],"genre_scores_gemma":[0.9942862,0.002932401,0.0001297475,0.0003867561,0.00005910172,0.00003894378,0.001231298,0.000002303349,0.0009331162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1927962,"threshold_uncertainty_score":0.383348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01450536049251221,"score_gpt":0.3285123725049654,"score_spread":0.3140070120124532,"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."}}