{"id":"W4307770836","doi":"10.1111/trf.17171","title":"How do I provide rare red cells to patients?","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta; McMaster University; Canadian Blood Services","funders":"","keywords":"Rare disease; Population; Red blood cell; Multidisciplinary approach; Medicine; Business; Intensive care medicine; Immunology; Pathology; Political science; Disease; Environmental health","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":[0.00337491,0.0002534259,0.0003618878,0.0004928706,0.003781546,0.003062993,0.001417,0.001966817,0.01541731],"category_scores_gemma":[0.02159601,0.0001642133,0.0002836764,0.0007303008,0.003691511,0.002062478,0.00139574,0.002901371,0.00554315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006673415,"about_ca_system_score_gemma":0.02351336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1427123,"about_ca_topic_score_gemma":0.2182394,"domain_scores_codex":[0.9981275,0.0005739161,0.00008162342,0.0001675296,0.0005727941,0.000476662],"domain_scores_gemma":[0.9903862,0.001272287,0.001041352,0.0003291265,0.001525149,0.005445901],"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":[0.0002583258,0.0002973601,0.04606504,0.0005928715,0.00004748749,0.001571451,0.00469856,0.0002733733,0.00135299,0.00995169,0.612994,0.3218969],"study_design_scores_gemma":[0.0001130752,0.0003494159,0.02435211,0.0033485,0.00009796934,0.005647278,0.01228825,0.0003168675,0.001608557,0.0165244,0.9352368,0.0001168717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02288452,0.02021854,0.005902372,0.8621427,0.006935304,0.0002124677,0.0005118541,0.0003721046,0.08082001],"genre_scores_gemma":[0.3786556,0.07933877,0.03871106,0.4248032,0.01081841,0.0004149284,0.0009024488,0.0005676745,0.0657879],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1427123,"threshold_uncertainty_score":0.2837632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009071886809773467,"score_gpt":0.2110942252606427,"score_spread":0.2020223384508692,"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."}}