{"id":"W2022004676","doi":"10.1097/aln.0b013e31819878d3","title":"Risk Associated with Preoperative Anemia in Noncardiac Surgery","year":2009,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":443,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Anemia; Odds ratio; Perioperative; Confidence interval; Confounding; Logistic regression; Propensity score matching; Blood transfusion; Surgery; 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":[0.0002912116,0.0001088544,0.0003769881,0.000115387,0.00003254867,0.000003651857,0.00003475062,0.0001061281,0.00006643772],"category_scores_gemma":[0.0001039344,0.00007702708,0.00005663439,0.0002019579,0.00004581514,0.00002872928,0.000004489681,0.0001782614,0.00002760103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002628609,"about_ca_system_score_gemma":0.00005381461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007264329,"about_ca_topic_score_gemma":0.00008266053,"domain_scores_codex":[0.999157,0.0001644185,0.0001640695,0.0002107663,0.00008655754,0.0002171638],"domain_scores_gemma":[0.9995203,0.0001760424,0.00004719137,0.0001606046,0.00003714216,0.00005870354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003085336,0.0002994536,0.9873085,0.000006762838,0.00004527134,0.0006739949,0.0003740244,0.00001633999,0.0001259319,0.0001288211,0.002208955,0.008503426],"study_design_scores_gemma":[0.000945073,0.0007343832,0.9961588,0.00005212122,0.00007792425,0.00003695985,0.00008285791,0.0000128203,0.0002390819,0.00007925048,0.001489717,0.00009106231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953493,0.0001514972,0.000009610445,0.001017601,0.00002638787,0.0003205534,0.000001066391,0.00005406647,0.00306985],"genre_scores_gemma":[0.9956346,0.00029889,0.00007796208,0.003607816,0.00002652347,0.00001615628,0.00002733381,0.000008172066,0.0003025417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008850263,"threshold_uncertainty_score":0.3141073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112300148099802,"score_gpt":0.2357578367727976,"score_spread":0.2245278219628174,"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."}}