{"id":"W2059454338","doi":"10.1016/j.mporth.2014.11.004","title":"Blood management strategies in lower limb arthroplasty","year":2014,"lang":"en","type":"article","venue":"Orthopaedics and Trauma","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Arthroplasty; Blood management; Blood transfusion; Surgery; Blood loss; Hip arthroplasty; Orthopedic surgery; Risk stratification; Lower limb; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001006701,0.000467363,0.0004356088,0.001574723,0.001147005,0.002592822,0.0006632803,0.0009415748,0.003081771],"category_scores_gemma":[0.003652957,0.0001749901,0.0003465612,0.0009696498,0.0005718548,0.001103351,0.0007448476,0.0018608,0.00049758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001287626,"about_ca_system_score_gemma":0.002236733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002215729,"about_ca_topic_score_gemma":0.004858932,"domain_scores_codex":[0.9993258,0.0002291531,0.0001390392,0.00004253258,0.0001592329,0.0001042998],"domain_scores_gemma":[0.9994313,0.0001922229,0.0001398397,0.00001280641,0.0001180856,0.0001057207],"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":[0.0006291332,0.001061698,0.05680568,0.00169941,0.0002478589,0.01221397,0.002442247,0.003022258,0.003107429,0.01423583,0.03342152,0.871113],"study_design_scores_gemma":[0.0005103218,0.005735364,0.2425785,0.02273535,0.0015542,0.1076978,0.03166011,0.01704771,0.01356674,0.07894981,0.4776267,0.0003374999],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3192302,0.4182702,0.02691683,0.1163502,0.004617953,0.0004297972,0.0002443062,0.0002602435,0.1136804],"genre_scores_gemma":[0.8338689,0.1271356,0.01716275,0.00954695,0.004069672,0.0002395838,0.0002237921,0.00004482274,0.007707926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003081771,"threshold_uncertainty_score":0.01030952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006832944715782279,"score_gpt":0.2242478710214169,"score_spread":0.2174149263056346,"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."}}