{"id":"W2948842847","doi":"10.1111/trf.15382","title":"Outpatient transfusions: time to study what matters to patients","year":2019,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Quest University Canada; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003226993,0.0009274295,0.001327824,0.001012135,0.0001977004,0.0001593291,0.0004954672,0.0007108189,0.007292379],"category_scores_gemma":[0.0000183445,0.0008081028,0.0005053508,0.0007224793,0.00002740018,0.0002251036,0.000118773,0.001643308,0.0147561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002232379,"about_ca_system_score_gemma":0.00007523881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003022571,"about_ca_topic_score_gemma":0.00005483033,"domain_scores_codex":[0.9943765,0.0002338678,0.0009644569,0.001610609,0.001904383,0.0009101986],"domain_scores_gemma":[0.9976523,0.0001004831,0.00008562152,0.001461214,0.0002605751,0.0004397891],"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":[0.0008402792,0.002771477,0.000643264,0.0004940461,0.000347825,0.0002908816,0.005475393,0.00001191907,0.0005682149,4.093546e-7,0.9354339,0.0531224],"study_design_scores_gemma":[0.007237061,0.006606097,0.009041548,0.001461181,0.001230143,0.000007539486,0.0004158792,0.000006457115,0.0002089493,0.000002612367,0.9728422,0.0009403647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1921241,0.00005596422,0.0003979013,0.7847779,0.001940354,0.01878989,0.00008414169,0.0003052363,0.001524504],"genre_scores_gemma":[0.002538155,0.0004341444,0.0003591837,0.9781182,0.0006885378,0.0006223657,0.00058709,0.00028326,0.01636907],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1933403,"threshold_uncertainty_score":0.999437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303718624898633,"score_gpt":0.243229416079514,"score_spread":0.2301922298305277,"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."}}