{"id":"W2888790762","doi":"10.14745/ccdr.v40i18a01","title":"A summary of the Transfusion Error Surveillance System: 2008 - 2011","year":2014,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Blood transfusion and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Blood transfusion; Emergency medicine; Transfusion reaction; Adverse effect; Blood product; Agency (philosophy); Medical emergency; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.003891897,0.0008504044,0.0006043752,0.008043564,0.0006359642,0.001685161,0.001231943,0.0004251007,0.00357231],"category_scores_gemma":[0.0152445,0.0004371075,0.0005463046,0.01080243,0.0002119888,0.0007558175,0.0008369297,0.0005419573,0.002411629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007120154,"about_ca_system_score_gemma":0.01372397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4275674,"about_ca_topic_score_gemma":0.3554985,"domain_scores_codex":[0.9952925,0.0004922881,0.00138092,0.0006083286,0.001771018,0.0004548889],"domain_scores_gemma":[0.9736897,0.001304166,0.005145709,0.0007449186,0.01814804,0.0009675538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004184162,0.00007586632,0.6568303,0.001916832,0.000207922,0.0001452805,0.0006027967,0.001797164,0.0009769629,0.0004512732,0.2452984,0.09127875],"study_design_scores_gemma":[0.00003369179,0.0001012898,0.8899891,0.0007029425,0.00009735032,0.0002087621,0.0005986384,0.001409111,0.001105925,0.00007510369,0.105634,0.00004422991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.06604289,0.002842454,0.003237874,0.001266939,0.0001999612,0.0007779939,0.9111673,0.001557994,0.01290662],"genre_scores_gemma":[0.1661047,0.004855324,0.008384811,0.0007282482,0.000149495,0.0008752126,0.8125487,0.0001619083,0.006191624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5724326,"threshold_uncertainty_score":0.8501574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180547569329092,"score_gpt":0.2217788568966548,"score_spread":0.2099733812033639,"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."}}