{"id":"W2768329812","doi":"10.1007/s12630-017-1017-7","title":"Perioperative transesophageal echocardiography for non-cardiac surgery","year":2017,"lang":"en","type":"review","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"National Institute on Aging","keywords":"Medicine; Perioperative; Cardiac surgery; Cardiology; Hemodynamics; Internal medicine; Ejection fraction; Surgery; Heart failure","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003572079,0.001084579,0.006576315,0.00297673,0.001316788,0.0006583226,0.001002373,0.0009565619,0.00007504794],"category_scores_gemma":[0.0003491685,0.0008755585,0.006784655,0.0004930173,0.0004288614,0.0003946962,0.000005840879,0.002293145,0.00001426073],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563004,"about_ca_system_score_gemma":0.03226092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001962949,"about_ca_topic_score_gemma":0.0005610319,"domain_scores_codex":[0.9946542,0.0003889147,0.002162401,0.0005179553,0.0007014159,0.001575117],"domain_scores_gemma":[0.9902892,0.00047667,0.002167164,0.0008006629,0.001292864,0.004973446],"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":[0.0000993729,0.00002924884,0.0003170989,0.003066536,0.002001825,0.378966,0.000420159,0.000002232483,2.711716e-7,0.00001874563,0.004662289,0.6104162],"study_design_scores_gemma":[0.000379663,0.0005585147,0.0001553344,0.009216873,0.001972088,0.4674757,0.00006901164,0.000001800258,9.697993e-7,0.00001411242,0.5197319,0.0004240365],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002764512,0.9924188,0.00004363352,0.0006707897,0.002374084,0.001193123,0.000114267,0.00001350596,0.00040724],"genre_scores_gemma":[0.004541269,0.9865937,0.0004836677,0.00004166031,0.006767501,0.00005338368,0.00007369161,0.0003055983,0.001139554],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6099922,"threshold_uncertainty_score":0.9999834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0457564102927201,"score_gpt":0.308499597258573,"score_spread":0.2627431869658529,"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."}}