{"id":"W4417041598","doi":"10.1182/hematology.2025000705","title":"The untransfusable patient","year":2025,"lang":"en","type":"article","venue":"Hematology","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Canadian Blood Services","funders":"","keywords":"Blood management; Anemia; Blood loss; Blood transfusion; Tranexamic acid; Surgical procedures; Blood product","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":[0.0006171386,0.0003713532,0.0003162478,0.0003491574,0.001450508,0.002093875,0.0005567635,0.001868612,0.08836086],"category_scores_gemma":[0.005730556,0.0001526281,0.0002854627,0.0002325839,0.001113206,0.002718498,0.00230419,0.003067278,0.02604793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005609422,"about_ca_system_score_gemma":0.001712733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006409123,"about_ca_topic_score_gemma":0.001032525,"domain_scores_codex":[0.9994335,0.0001329785,0.00004956503,0.00009067629,0.0001547045,0.0001386252],"domain_scores_gemma":[0.9983711,0.0002089591,0.0001539773,0.0001633821,0.0002929004,0.0008097373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001828156,0.0002259104,0.01892154,0.0002809617,0.00002314927,0.0530948,0.001537311,0.0001317003,0.001964132,0.02137849,0.6544993,0.24776],"study_design_scores_gemma":[0.00002309598,0.0001474274,0.003709464,0.0006301156,0.00001506428,0.06636602,0.001497983,0.000137008,0.0004225686,0.006154218,0.9208547,0.00004224568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06306162,0.03389063,0.006333934,0.1835432,0.04270697,0.0002814742,0.0007872396,0.0005945157,0.6688004],"genre_scores_gemma":[0.3356843,0.03253943,0.00505946,0.110742,0.01490819,0.0001932326,0.0009062021,0.000262172,0.4997051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08836086,"threshold_uncertainty_score":0.2955965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004597511651225275,"score_gpt":0.2512372490671211,"score_spread":0.2466397374158958,"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."}}