{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001481441,0.0001241024,0.0003252181,0.0003899812,0.00006934748,0.0000113024,0.0001001849,0.00008215376,0.0005704016],"category_scores_gemma":[0.0002787061,0.00007034532,0.0000771581,0.0001800974,0.0001372238,0.0001090706,0.000006931742,0.0002099631,0.0000191568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003282216,"about_ca_system_score_gemma":0.001572613,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001188995,"about_ca_topic_score_gemma":0.04568492,"domain_scores_codex":[0.9989089,0.00005189918,0.0003548127,0.0001513455,0.0001692858,0.0003637188],"domain_scores_gemma":[0.9985023,0.0000484153,0.00008319451,0.0001765097,0.000473997,0.0007156064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001245517,0.00004261936,0.993426,0.00002820729,0.00004951188,0.0009257674,0.00004623137,5.502992e-7,0.001367415,0.0005286284,0.001646637,0.001813857],"study_design_scores_gemma":[0.004659859,0.001211169,0.9544309,0.001216493,0.00007199313,0.001509232,0.0002092197,3.565663e-7,0.002493987,0.0001438284,0.0338618,0.0001911892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908957,0.0002371751,0.00004485292,0.005386465,0.0002115502,0.0001925499,0.0000353882,0.00001191973,0.002984357],"genre_scores_gemma":[0.9939668,0.00002498962,0.0000811348,0.005569917,0.00009384273,0.00001314426,3.782292e-7,0.00001821059,0.0002316086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04449593,"threshold_uncertainty_score":0.9717289,"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."}}