{"id":"W2617118699","doi":"10.1182/blood.v128.22.3595.3595","title":"Predictors for ICU Admission and Clinical Outcomes of Malignant Hematology Patients Admitted to Critical Care Units","year":2016,"lang":"en","type":"article","venue":"Blood","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Intensive care unit; Comorbidity; Retrospective cohort study; Emergency medicine; Intensive care; Internal medicine; Intensive care medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004355586,0.0001629683,0.0002352464,0.000759995,0.0003389675,0.0006263703,0.0003618583,0.0002866242,0.002400278],"category_scores_gemma":[0.003987348,0.0001377106,0.0002024446,0.001201996,0.0002761874,0.0003735393,0.0006130508,0.0005593987,0.0001480371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003799233,"about_ca_system_score_gemma":0.0005218991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002240131,"about_ca_topic_score_gemma":0.002194614,"domain_scores_codex":[0.9994294,0.0001351409,0.0001266166,0.00007253444,0.0001249013,0.0001114097],"domain_scores_gemma":[0.995404,0.0007157133,0.00275908,0.00007896793,0.0002819408,0.0007602514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002427751,0.000009781312,0.9993472,0.000007019689,0.000006780591,0.00004755899,0.00002004164,0.00002207383,0.00003148825,0.000006196911,0.00006725063,0.0004102953],"study_design_scores_gemma":[0.000003670541,0.0000522978,0.9989235,0.00001928238,0.000008432616,0.0004006494,0.0002058779,0.0002143682,0.00005531708,0.00002284789,0.00009106122,0.000002645332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989024,0.0003314742,0.0000354261,0.00009402836,0.000007449702,0.000008681108,0.0002113349,0.000003860272,0.0004051825],"genre_scores_gemma":[0.9996468,0.0000737297,0.00003696355,0.00002096844,0.00001175481,0.000004107022,0.0001780474,7.732283e-7,0.00002683985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002400278,"threshold_uncertainty_score":0.008029759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1166772718176232,"score_gpt":0.4421533047736647,"score_spread":0.3254760329560414,"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."}}