{"id":"W4312652968","doi":"10.22374/cjgim.v17isp1.604","title":"Perioperative Assessment and Management of Patients with Heart Failure","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Perioperative; Heart failure; Gynecology; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006053601,0.0002654144,0.0004351402,0.0005335647,0.000297443,0.0005641295,0.0002941876,0.0003635126,0.0006230043],"category_scores_gemma":[0.002691087,0.00007059806,0.0002823725,0.000305607,0.0001350174,0.0003481703,0.0003897478,0.0008707643,0.0001818358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002233586,"about_ca_system_score_gemma":0.001018116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001505212,"about_ca_topic_score_gemma":0.002844745,"domain_scores_codex":[0.9996009,0.0001203875,0.00008872303,0.00002060178,0.0001285917,0.00004079187],"domain_scores_gemma":[0.9996009,0.0001155366,0.0001062073,0.00000541872,0.0001185901,0.00005334927],"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":[0.0001551607,0.000118488,0.02874004,0.003470415,0.0001285309,0.002891785,0.0006815256,0.0006052608,0.001363333,0.001293548,0.02383505,0.9367169],"study_design_scores_gemma":[0.0001763425,0.001591479,0.388268,0.04581346,0.0009990827,0.04519499,0.004401212,0.002628516,0.003066642,0.009681068,0.4979765,0.0002026379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05062903,0.9022161,0.006454454,0.01802688,0.001888584,0.0001715922,0.0002945983,0.00008232785,0.02023646],"genre_scores_gemma":[0.1939166,0.7878668,0.01014014,0.003285294,0.003055854,0.0001932201,0.0004341643,0.00001296636,0.001094985],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001505212,"threshold_uncertainty_score":0.003201485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00908220046013937,"score_gpt":0.2632123959610759,"score_spread":0.2541301955009365,"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."}}