{"id":"W3175009088","doi":"10.1097/aln.0000000000003870","title":"Anemia: Perioperative Risk and Treatment Opportunity","year":2021,"lang":"en","type":"review","venue":"Anesthesiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Perioperative; Anemia; Intensive care medicine; Blood management; Adverse effect; Internal medicine; Surgery","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":[0.000917886,0.0007094814,0.001506943,0.001554704,0.0002929053,0.001118675,0.0009187817,0.001136909,0.004085723],"category_scores_gemma":[0.002271798,0.0002279122,0.0007603543,0.001288541,0.0003830587,0.0008704151,0.0005965477,0.002401856,0.0009008599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007006604,"about_ca_system_score_gemma":0.001508749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001459919,"about_ca_topic_score_gemma":0.003020478,"domain_scores_codex":[0.9996614,0.00009089805,0.00006063483,0.00004477811,0.0001170657,0.00002517652],"domain_scores_gemma":[0.9990735,0.0005159461,0.0001512324,0.0000173338,0.0001869117,0.0000550922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001011989,0.00003888771,0.0003395313,0.0152381,0.0001742404,0.00007737552,0.0000279257,0.000150981,0.0002055855,0.00255426,0.0474853,0.9336066],"study_design_scores_gemma":[0.00007769118,0.0001566885,0.003664231,0.04293144,0.0008636352,0.001978903,0.000120409,0.000265319,0.0002458905,0.005055744,0.9446019,0.00003825967],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003987303,0.9988325,0.0000444133,0.0005559896,0.0002222875,0.000001870285,0.000009271072,0.000002902176,0.000290873],"genre_scores_gemma":[0.0005362225,0.9985007,0.00008482734,0.0003272905,0.0003787523,0.000004428341,0.00002149782,8.323527e-7,0.0001453887],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004085723,"threshold_uncertainty_score":0.01366812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07941777106053781,"score_gpt":0.3443456762062628,"score_spread":0.264927905145725,"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."}}