{"id":"W2517209065","doi":"10.1097/eja.0000000000000519","title":"Implementation of patient blood management remains extremely variable in Europe and Canada","year":2016,"lang":"en","type":"article","venue":"European Journal of Anaesthesiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Notre-Dame; Centre Hospitalier de l’Université de Montréal","funders":"Austrian Institute of Technology","keywords":"Medicine; Blood management; Incidence (geometry); Blood transfusion; Observational study; Bypass grafting; Logistic regression; Thrombosis; Emergency medicine; Surgery; Artery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002765429,0.000191851,0.0003459545,0.001476536,0.001842691,0.002281049,0.001474766,0.000614868,0.002346634],"category_scores_gemma":[0.01124974,0.000198426,0.0004226626,0.004558409,0.001051271,0.0004950903,0.001330282,0.0005144971,0.0002156079],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03415275,"about_ca_system_score_gemma":0.09302682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.96771,"about_ca_topic_score_gemma":0.9734945,"domain_scores_codex":[0.9947115,0.0007787572,0.0004278235,0.0004502577,0.002060953,0.001570733],"domain_scores_gemma":[0.9870623,0.001399439,0.002071316,0.0004023562,0.00518019,0.003884515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002222785,0.0001141579,0.8721038,0.000267541,0.0001540345,0.0002740389,0.0008458512,0.0006407389,0.0003411816,0.002550613,0.01359132,0.1088946],"study_design_scores_gemma":[0.00002183168,0.00003869106,0.9830579,0.0002129121,0.00002605149,0.0001506966,0.001444883,0.0003572172,0.0001506257,0.0001421778,0.01436869,0.00002831568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321908,0.01386422,0.001474405,0.01367852,0.0002148596,0.0001881772,0.006284105,0.0001429169,0.03196216],"genre_scores_gemma":[0.9878209,0.004068207,0.001459996,0.002293581,0.00002226697,0.00005837649,0.001718336,0.00002997757,0.002528305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9658473,"threshold_uncertainty_score":0.2477967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00699552447566722,"score_gpt":0.2109130153432857,"score_spread":0.2039174908676185,"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."}}