{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000128969,0.0003553257,0.002089958,0.0001087338,0.00009545375,0.00001101188,0.00005288495,0.000376472,0.0005300654],"category_scores_gemma":[0.00005100104,0.0002251703,0.0002922784,0.0001045132,0.0001184584,0.00001393078,0.000038595,0.0002966729,0.00005158497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005988466,"about_ca_system_score_gemma":0.0003920323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001168243,"about_ca_topic_score_gemma":0.00002739531,"domain_scores_codex":[0.9985367,0.0003860751,0.0003214399,0.0004770066,0.00006783837,0.0002109215],"domain_scores_gemma":[0.9991108,0.0001315658,0.0001103135,0.0003823031,0.00003895079,0.0002260722],"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":[0.000008818878,0.0001646103,0.0001702916,0.001333087,0.0002607158,0.00141954,0.0001234679,8.367167e-9,1.30954e-7,0.0002938444,0.0003488889,0.9958766],"study_design_scores_gemma":[0.0005451621,0.0009933109,0.0003551945,0.001322418,0.003463476,0.001288757,0.0001090027,2.569245e-7,7.555213e-7,0.000002409597,0.991743,0.0001762086],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001026379,0.9961546,0.00000193469,0.0001119032,0.00006629499,0.0009424794,0.00001245293,0.00004186054,0.001642067],"genre_scores_gemma":[0.00003310728,0.9951807,0.0001736809,0.0005605407,0.00009825116,0.0001698143,0.0002558505,0.00003198178,0.003496075],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9957004,"threshold_uncertainty_score":0.9182178,"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."}}