{"id":"W4281985872","doi":"10.1111/trf.16946","title":"Multi‐national survey of transfusion experiences and preferences of patients with myelodysplastic syndrome","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Myelodysplastic syndromes; Blood transfusion; Quality of life (healthcare); Audit; Hemoglobin; Pediatrics; Intensive care medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004319885,0.0001143038,0.0002917208,0.0001914604,0.0001234058,0.000003414891,0.0001098696,0.00004174639,0.0006789612],"category_scores_gemma":[0.00005013709,0.00008518613,0.00003016083,0.0004319799,0.0001990527,0.00007718521,0.00003568925,0.0001979499,6.416475e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006222574,"about_ca_system_score_gemma":0.0002648015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065958,"about_ca_topic_score_gemma":0.0002523893,"domain_scores_codex":[0.9981217,0.0001666346,0.0002817283,0.000255491,0.001021754,0.0001526977],"domain_scores_gemma":[0.9992428,0.0002093246,0.00006722469,0.0001098728,0.000291942,0.00007880634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00503399,0.001083631,0.9586998,0.0003296147,0.00007970326,0.00001278152,0.01159822,0.0001073673,0.01884757,0.00001378746,0.00003482647,0.004158685],"study_design_scores_gemma":[0.003924407,0.002284829,0.9894277,0.00006106217,0.00002985402,0.00001971304,0.001280006,0.0007103152,0.002148254,0.000005724258,0.0000189365,0.00008919457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99862,0.00007749537,0.000353789,0.00003993727,0.00003768591,0.0005887972,0.0001615283,0.00001339671,0.0001074231],"genre_scores_gemma":[0.9989429,0.0001149776,0.0006469853,0.00001038862,0.000003397663,0.00006851876,0.0001465256,0.0000129639,0.00005332304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03072788,"threshold_uncertainty_score":0.7434149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03265360828471446,"score_gpt":0.2831468589334746,"score_spread":0.2504932506487602,"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."}}