{"id":"W3000693488","doi":"10.1053/j.jvca.2020.01.019","title":"Standards and Best Practice for Acute Normovolemic Hemodilution: Evidence-based Consensus Recommendations","year":2020,"lang":"en","type":"article","venue":"Journal of Cardiothoracic and Vascular Anesthesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Anesthesiology; Delphi method; Likert scale; Appropriate Use Criteria; Cardiac surgery; Delphi; Appropriateness criteria; Intensive care medicine; Emergency medicine; Surgery; Anesthesia; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001053155,0.0001332953,0.0004661822,0.00008408245,0.0001173263,0.0000499061,0.00004813568,0.00007078441,0.00001478751],"category_scores_gemma":[0.0003251631,0.0001077307,0.0002716795,0.0001311431,0.00006024666,0.0001723535,0.00001000465,0.0001905344,9.705537e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004173659,"about_ca_system_score_gemma":0.0002615717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003874475,"about_ca_topic_score_gemma":3.242675e-7,"domain_scores_codex":[0.9988056,0.0001215235,0.0003551162,0.0001660743,0.000418742,0.0001329877],"domain_scores_gemma":[0.9985815,0.0001981841,0.0001822824,0.0001225617,0.0006383138,0.0002771206],"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":[0.0418173,0.003089155,0.01115127,0.008101434,0.02776894,0.008729355,0.007519708,0.0007099024,0.01920947,0.005360249,0.1693992,0.697144],"study_design_scores_gemma":[0.006451244,0.004789539,0.001238369,0.001029607,0.01119409,0.00649535,0.001721244,0.001270846,0.001022163,0.00003675648,0.9644708,0.000279988],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2719333,0.03257528,0.230729,0.462323,0.0001740116,0.001755581,0.00002827604,0.00005668195,0.0004248554],"genre_scores_gemma":[0.9163532,0.02128754,0.05063388,0.01108739,0.0005079671,0.00001852013,0.000008348164,0.000041035,0.00006208869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7950716,"threshold_uncertainty_score":0.439313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04135857353260939,"score_gpt":0.3553757578467423,"score_spread":0.3140171843141329,"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."}}