{"id":"W2591075764","doi":"10.1182/blood.v106.11.4180.4180","title":"Predictors of Red Cell Transfusion in Medically III Patients.","year":2005,"lang":"en","type":"article","venue":"Blood","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Blood transfusion; Blood pressure; Hemoglobin; Creatinine; Diabetes mellitus; Internal medicine; Surgery","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":[0.0002749623,0.0001309313,0.000208233,0.000433715,0.0003287058,0.0004558585,0.0001681397,0.0002668516,0.0009484442],"category_scores_gemma":[0.002569233,0.0001221401,0.0001546439,0.0006519976,0.0002423948,0.0001594755,0.0001982849,0.0005433746,0.00007977884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004042658,"about_ca_system_score_gemma":0.0005167678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008764142,"about_ca_topic_score_gemma":0.01268421,"domain_scores_codex":[0.9997246,0.00007029527,0.00003677276,0.00003512362,0.00007255725,0.00006061259],"domain_scores_gemma":[0.9976534,0.0004542496,0.001430997,0.00003877498,0.0001342818,0.000288393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004404744,0.000009026176,0.9992731,0.000004756746,0.000003824588,0.000141827,0.00002273235,0.00001405148,0.00007479778,0.000004743306,0.00006749655,0.0003394436],"study_design_scores_gemma":[0.000003482561,0.00007399351,0.998674,0.00001096115,0.000007656078,0.0007563136,0.0001235115,0.0001790979,0.00006213314,0.00001010125,0.00009659753,0.000002347836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992895,0.0003023155,0.00003166703,0.00005539961,0.000006137943,0.000005824643,0.0001188767,0.000001839561,0.0001883155],"genre_scores_gemma":[0.9997647,0.00005773439,0.0000323952,0.00001527213,0.00000519274,0.000002716548,0.0000907054,4.552936e-7,0.00003075947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008764142,"threshold_uncertainty_score":0.01742625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005262153608399638,"score_gpt":0.2046424438022196,"score_spread":0.1993802901938199,"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."}}