{"id":"W3102707424","doi":"10.1097/aln.0000000000003600","title":"Evaluation of Biomarkers in Critical Care and Perioperative Medicine","year":2020,"lang":"en","type":"review","venue":"Anesthesiology","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute; University of Toronto; St. Michael's Hospital","funders":"Agence Nationale de la Recherche; Cancer Research UK","keywords":"Medicine; Toolbox; Perioperative medicine; Perioperative; Intensive care medicine; MEDLINE; Biomarker; Critical appraisal; Medical physics; Alternative medicine; Pathology; Surgery; Computer science","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":[0.003718989,0.00100116,0.002063636,0.004547117,0.0003388789,0.002122404,0.0009579636,0.001609825,0.002343978],"category_scores_gemma":[0.007535859,0.0002929759,0.001084855,0.003772634,0.001084349,0.002440586,0.0009933761,0.00237071,0.0008080343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003233,"about_ca_system_score_gemma":0.002146316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103737,"about_ca_topic_score_gemma":0.001318463,"domain_scores_codex":[0.998252,0.0006354658,0.0003082742,0.0001875181,0.0005509929,0.00006566241],"domain_scores_gemma":[0.9931323,0.005039903,0.0006358364,0.000129528,0.0009475886,0.0001148222],"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":[0.00006535462,0.00006073859,0.0006139321,0.03574974,0.0002373845,0.00008672212,0.000102674,0.0002411607,0.0005814228,0.006777535,0.01642058,0.9390627],"study_design_scores_gemma":[0.00003364786,0.0002315747,0.004134171,0.05131026,0.0007138038,0.001582372,0.0002658191,0.0003319322,0.001080332,0.01457548,0.925675,0.00006556584],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005922123,0.9987321,0.000155447,0.0004671462,0.0001951201,0.000004716004,0.000009721669,0.000003781138,0.0003726878],"genre_scores_gemma":[0.0009621928,0.9978918,0.0003327911,0.0003435995,0.0003107867,0.00001105234,0.00001622217,0.000001431071,0.0001301144],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004547117,"threshold_uncertainty_score":0.0196681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3417352485694872,"score_gpt":0.5098956658080187,"score_spread":0.1681604172385315,"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."}}