{"id":"W4311932860","doi":"10.1016/j.transci.2022.103629","title":"Transfusion Camp: Successes and challenges in scaling and expanding a transfusion medicine education program","year":2022,"lang":"en","type":"review","venue":"Transfusion and Apheresis Science","topic":"Blood transfusion and management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services; Sunnybrook Health Science Centre","funders":"University of Toronto; Canadian Blood Services; Queen's University; University Hospitals Birmingham NHS Foundation Trust; Université de Sherbrooke; Université de Montréal; University of Alberta; University of Saskatchewan; McGill University","keywords":"Transfusion medicine; Medicine; Blood transfusion; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006460615,0.0006158345,0.001355895,0.002137829,0.0006443601,0.002726924,0.001848642,0.00221712,0.005614209],"category_scores_gemma":[0.00912309,0.0002698682,0.00107919,0.002802071,0.0008084429,0.002431635,0.001558078,0.003685499,0.0008229822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002738043,"about_ca_system_score_gemma":0.01368387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009946918,"about_ca_topic_score_gemma":0.0222675,"domain_scores_codex":[0.9984674,0.0004795276,0.0002127175,0.0001965979,0.0004732878,0.0001705288],"domain_scores_gemma":[0.9927192,0.004217786,0.0006850975,0.0001026376,0.001561803,0.0007136341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008646039,0.0001063666,0.0004396404,0.02609724,0.0001389565,0.00005265807,0.0001046141,0.0001665598,0.000120273,0.003219829,0.02195882,0.9475085],"study_design_scores_gemma":[0.0001397618,0.0002870428,0.006172454,0.1171758,0.000891607,0.0005816185,0.0007474955,0.0002417267,0.0002919378,0.002525627,0.8708854,0.00005951531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001561728,0.9965145,0.00006607873,0.002452172,0.0002971897,0.000008359665,0.0000193133,0.000005994895,0.0004802713],"genre_scores_gemma":[0.002044004,0.9951608,0.0005922302,0.001679409,0.0002457621,0.00001874681,0.00003332982,0.000003321044,0.0002225096],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009946918,"threshold_uncertainty_score":0.03416747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094306610325934,"score_gpt":0.38125711222356,"score_spread":0.2718264511909666,"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."}}