{"id":"W1545199499","doi":"10.1007/s12630-010-9270-z","title":"Allogeneic blood transfusion reduction by risk-based protocol in total joint arthroplasty","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Blood transfusion and management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Joint arthroplasty; Medicine; Protocol (science); Reduction (mathematics); Blood transfusion; Arthroplasty; Surgery; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002162629,0.0004783586,0.0008595773,0.0006917969,0.0004972239,0.0005348848,0.0005381908,0.0003850629,0.001649624],"category_scores_gemma":[0.006462626,0.0002279463,0.0005347119,0.0005021577,0.0001945037,0.0005487002,0.0005364302,0.0009434925,0.0001621225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006708464,"about_ca_system_score_gemma":0.001468291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008483221,"about_ca_topic_score_gemma":0.001004513,"domain_scores_codex":[0.9983791,0.0007298472,0.0003069296,0.0001284596,0.0003476682,0.0001079925],"domain_scores_gemma":[0.9987061,0.0005958977,0.0002935542,0.00007760517,0.0001633186,0.0001634626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0559802,0.03910838,0.04546534,0.001514751,0.001051396,0.0005902229,0.0008253897,0.01231665,0.008839727,0.00184343,0.004575222,0.8278893],"study_design_scores_gemma":[0.05158462,0.2262602,0.5603899,0.002363241,0.007158526,0.004048781,0.001814034,0.09497682,0.01907091,0.0141779,0.01771745,0.0004375335],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719383,0.004430394,0.01355984,0.001583249,0.0004279975,0.003073353,0.0000967072,0.0001362967,0.004753923],"genre_scores_gemma":[0.9805369,0.001569344,0.01532534,0.0004032001,0.0002090639,0.00127015,0.0001092958,0.00001297405,0.000563622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002162629,"threshold_uncertainty_score":0.01143724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00814793056830912,"score_gpt":0.2175286059071284,"score_spread":0.2093806753388192,"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."}}