{"id":"W2984965143","doi":"10.1182/blood-2019-130615","title":"Registration Errors Among Patients Receiving Blood Transfusions: A National Analysis from 2008-2017","year":2019,"lang":"en","type":"article","venue":"Blood","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Island Health; McGill University Health Centre; Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Blood transfusion; Medical record; Emergency medicine; Blood product; Medical emergency; Surgery","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":[0.002385119,0.0004410433,0.0007085871,0.004602878,0.001469359,0.001497704,0.001767204,0.0005089937,0.001484575],"category_scores_gemma":[0.01124435,0.0005684979,0.0009794612,0.01173625,0.0008514556,0.0007816509,0.002107646,0.001084774,0.0003033139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01729415,"about_ca_system_score_gemma":0.03051563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9329056,"about_ca_topic_score_gemma":0.9277976,"domain_scores_codex":[0.9936626,0.0003559436,0.001228559,0.0009769989,0.002732316,0.001043485],"domain_scores_gemma":[0.9839448,0.0009835971,0.006076099,0.0006174265,0.007288458,0.00108946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006853751,0.00001212706,0.9926617,0.0001716713,0.00008003668,0.00005549401,0.0004185991,0.0001385542,0.00004268586,0.00006472481,0.003300435,0.002985462],"study_design_scores_gemma":[0.000004579328,0.0000175893,0.9959632,0.0001989686,0.00006326169,0.000115922,0.001218266,0.0002892579,0.00007047196,0.00001646966,0.002030508,0.00001153311],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8872952,0.003388763,0.0005659671,0.0009275262,0.00004589952,0.0002054026,0.103062,0.0000808639,0.004428383],"genre_scores_gemma":[0.9613523,0.002754878,0.0006465166,0.000473609,0.00002630507,0.0001191974,0.03400161,0.0000366864,0.0005889405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9329056,"threshold_uncertainty_score":0.134979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310983322298778,"score_gpt":0.2429342160161926,"score_spread":0.2298243827932048,"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."}}