{"id":"W4224242328","doi":"10.21203/rs.3.rs-1459959/v1","title":"Red blood cell transfusion in palliative care patients with oncohematological disease","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blood transfusion; Intensive care medicine; Disease; Medicine; Palliative care; Red Blood Cell Transfusion; Red blood cell; Blood cancer; Internal medicine; Nursing; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002705364,0.0001127332,0.0002544699,0.0002774082,0.0004445068,0.0003316705,0.00008878259,0.0002124253,0.001197823],"category_scores_gemma":[0.001796107,0.00005045902,0.0001256616,0.0003554027,0.0001991411,0.0001593799,0.0002538527,0.0002664151,0.0001093355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000216935,"about_ca_system_score_gemma":0.0002382751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000468989,"about_ca_topic_score_gemma":0.0006026186,"domain_scores_codex":[0.9998224,0.00008377354,0.00001613045,0.00001610856,0.00002610016,0.00003550471],"domain_scores_gemma":[0.9994055,0.0001730393,0.0002157522,0.00001632625,0.00005605236,0.0001334396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001143394,0.0003707266,0.9665028,0.0001364498,0.00003372337,0.005503288,0.001290327,0.0001584037,0.002138498,0.00007565863,0.000434373,0.02221247],"study_design_scores_gemma":[0.0001154959,0.003501389,0.9758977,0.0001087222,0.00008503815,0.01437454,0.001711437,0.0005486347,0.001787515,0.000205764,0.00164886,0.00001486224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987092,0.0007028149,0.00007146653,0.00004421204,0.000006918775,0.000009161588,0.00002106137,0.000001841734,0.000433391],"genre_scores_gemma":[0.9995271,0.0002273944,0.00008896337,0.00002494398,0.000008639719,0.000005804665,0.00004095601,5.046844e-7,0.00007569516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001197823,"threshold_uncertainty_score":0.004007101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04586843417916878,"score_gpt":0.3654613744896454,"score_spread":0.3195929403104766,"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."}}