{"id":"W3025555481","doi":"10.22374/cjgim.v15isp1.421","title":"Knowledge Translation in Heart Failure","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Variety (cybernetics); Guideline; Health care; Medical emergency; Cardiology; Pathology; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002117462,0.00012622,0.0003907983,0.0003788857,0.0000232885,0.000009865742,0.00009150449,0.00005449636,0.0008641439],"category_scores_gemma":[0.0001466125,0.00009250034,0.00009418486,0.0002536155,0.00006855571,0.00008805929,0.000004565519,0.0002950419,0.0000378679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001561532,"about_ca_system_score_gemma":0.0004086808,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00343064,"about_ca_topic_score_gemma":0.02005416,"domain_scores_codex":[0.9989898,0.0000440607,0.0004594316,0.0001144266,0.0001629176,0.0002293739],"domain_scores_gemma":[0.9986565,0.00003219495,0.00007573979,0.0000740175,0.0001152984,0.001046211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000359007,0.00006366092,0.07536401,0.0001418853,0.0002388126,0.002770377,0.008220265,0.00005331001,0.01173384,0.0004581628,0.8752455,0.02535124],"study_design_scores_gemma":[0.00436011,0.001982444,0.01238519,0.000683715,0.0001302177,0.000472765,0.0005823594,0.0005305024,0.0007970997,0.00006011819,0.9779055,0.0001099578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.415624,0.004581196,0.0008674097,0.5688309,0.0007433153,0.0003559513,0.000003475609,0.00001243654,0.008981332],"genre_scores_gemma":[0.9897297,0.00002904712,0.003114315,0.004639933,0.00155336,0.000001702183,0.000005602198,0.00001533869,0.0009109892],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5741057,"threshold_uncertainty_score":0.9978273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05945040324083301,"score_gpt":0.3050963601788445,"score_spread":0.2456459569380114,"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."}}