{"id":"W2027173543","doi":"10.1111/j.1537-2995.2006.00751.x","title":"Systematic underestimation of anemia severity in postoperative patients","year":2006,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre; Hamilton General Hospital; Hamilton Health Sciences","funders":"","keywords":"Anemia; Medicine; MEDLINE; Intensive care medicine; Internal medicine; Biology","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":[0.000170999,0.000284923,0.0008394297,0.0003616837,0.00003521745,0.000009851234,0.00009762483,0.0005147831,0.0001551985],"category_scores_gemma":[0.00001687486,0.0002357503,0.0001629618,0.0002614855,0.00004539049,0.00006361716,0.00001388605,0.000768144,0.00002407253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131997,"about_ca_system_score_gemma":0.00006113238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006091854,"about_ca_topic_score_gemma":0.0002918648,"domain_scores_codex":[0.9979139,0.0001565578,0.0007604485,0.0003473667,0.0006005635,0.0002211426],"domain_scores_gemma":[0.9992775,0.0000640175,0.0001420717,0.0003386509,0.0001427483,0.00003502445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004458395,0.00246409,0.009999121,0.3446178,0.0003023939,0.0006721404,0.002534248,0.00007607348,0.001508478,0.000146405,0.63489,0.002343479],"study_design_scores_gemma":[0.06769707,0.006431159,0.5919754,0.2600209,0.009831845,0.0001237703,0.0006368147,0.00290956,0.00883099,0.001545734,0.04531411,0.004682692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5623435,0.0005670669,0.003268586,0.396159,0.001002853,0.01646657,0.0001793484,0.0002425935,0.01977051],"genre_scores_gemma":[0.6705515,0.0004515918,0.001344713,0.3169573,0.0003212276,0.0003168811,0.004560977,0.0001887223,0.005307083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5895759,"threshold_uncertainty_score":0.9613617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01123643633265957,"score_gpt":0.2396714848695534,"score_spread":0.2284350485368938,"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."}}