{"id":"W2211624312","doi":"10.1155/2016/9431385","title":"Predictors of Poor Outcomes in Critically Ill Adults with Hematologic Malignancy","year":2016,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Faculty of Medicine, Dalhousie University; Dalhousie University","keywords":"Medicine; Intensive care unit; Mechanical ventilation; Hematologic malignancy; Logistic regression; Multiple myeloma; Emergency medicine; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002796044,0.000163933,0.0001751236,0.0005308864,0.0004568181,0.0003768848,0.0002261651,0.0001816041,0.001097682],"category_scores_gemma":[0.002190159,0.00008502726,0.0001310425,0.0008036037,0.0002405101,0.0001958392,0.0003062168,0.0003945194,0.00006443815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00095216,"about_ca_system_score_gemma":0.001517919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0666952,"about_ca_topic_score_gemma":0.146965,"domain_scores_codex":[0.9997126,0.00003498004,0.00004003942,0.00003268639,0.0001035764,0.0000760795],"domain_scores_gemma":[0.9982778,0.0001983927,0.0009543704,0.00001760207,0.0002209263,0.0003310023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000121589,0.000003920024,0.9989654,0.000007575785,0.00000473831,0.00004858929,0.00002250176,0.00001427941,0.00003017688,0.000005568428,0.0001158428,0.0007692783],"study_design_scores_gemma":[0.000001066998,0.00001299244,0.999474,0.00001079081,0.000005029493,0.0001827582,0.0001123442,0.00005163484,0.00001868275,0.000009274194,0.0001202053,0.000001184542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973153,0.001103763,0.00005723626,0.0002948296,0.000009068823,0.0000126611,0.0004840651,0.0000042592,0.0007188079],"genre_scores_gemma":[0.9993088,0.0002481935,0.00006385592,0.0000349045,0.000009581882,0.000002896262,0.0002926278,5.324631e-7,0.00003869122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0666952,"threshold_uncertainty_score":0.132614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01525674624651163,"score_gpt":0.2577914119866652,"score_spread":0.2425346657401536,"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."}}