{"id":"W2953495755","doi":"10.14740/jh498","title":"A Quantitative Approach to Dilutional Anemia","year":2019,"lang":"en","type":"article","venue":"Journal of Hematology","topic":"Blood transfusion and management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Anemia; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003036072,0.001215307,0.0008437684,0.004200554,0.0006888187,0.002364116,0.002008551,0.000683293,0.005177229],"category_scores_gemma":[0.007696973,0.0004890444,0.0008998467,0.001376781,0.002566912,0.002168065,0.002046666,0.002144894,0.0008436595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001530913,"about_ca_system_score_gemma":0.001126254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001384282,"about_ca_topic_score_gemma":0.001247848,"domain_scores_codex":[0.9971172,0.001071914,0.0001720862,0.00033853,0.001162502,0.0001377233],"domain_scores_gemma":[0.9962728,0.001806582,0.0003468907,0.0004848904,0.0009747586,0.0001141199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001157324,0.0002824282,0.008350111,0.0004797464,0.0001575284,0.0004214274,0.0007862244,0.02690526,0.04582047,0.7573822,0.006314516,0.1529843],"study_design_scores_gemma":[0.00004126946,0.000400265,0.008061603,0.0001736285,0.0001456803,0.001694076,0.0004563478,0.3501419,0.03608231,0.5402244,0.0624405,0.000138095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009394445,0.001076588,0.9728362,0.0008716421,0.0003424654,0.0001443617,0.0002074143,0.0004389966,0.01468799],"genre_scores_gemma":[0.4155545,0.002121507,0.5519446,0.001167307,0.001047929,0.0005885051,0.0002754751,0.0004782365,0.02682199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005177229,"threshold_uncertainty_score":0.01731956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214448952888413,"score_gpt":0.2982296803819284,"score_spread":0.2760851908530443,"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."}}