{"id":"W4383033052","doi":"10.1002/ejhf.2959","title":"Give a Nudge a Shot: NUDGE-FLU Bridging the Cardiovascular Quality Chasm","year":2023,"lang":"en","type":"letter","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Bridging (networking); Computer security; 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":[0.02640519,0.0006214905,0.002070867,0.00163094,0.001169607,0.006082937,0.001319804,0.003946531,0.03396306],"category_scores_gemma":[0.1170132,0.0004208243,0.003127465,0.001854479,0.001649759,0.00404662,0.003642481,0.00564882,0.003146368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001863106,"about_ca_system_score_gemma":0.00410371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004738732,"about_ca_topic_score_gemma":0.008378377,"domain_scores_codex":[0.9739034,0.02122271,0.001311637,0.0008622933,0.001930223,0.0007696091],"domain_scores_gemma":[0.9371815,0.05106039,0.003966649,0.00214791,0.003107837,0.002535603],"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":[0.01048753,0.0003870064,0.007946014,0.013579,0.003604695,0.0001491425,0.001213054,0.0004659004,0.0002180354,0.01144486,0.4012306,0.5492741],"study_design_scores_gemma":[0.0129853,0.006479316,0.02828831,0.05344616,0.006796267,0.0006506525,0.001926652,0.001351205,0.0008007521,0.03851481,0.8483847,0.0003757325],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02562631,0.2888788,0.005333605,0.5901175,0.05609718,0.001266516,0.006559994,0.0003215341,0.0257986],"genre_scores_gemma":[0.2715048,0.1772108,0.02024491,0.4202818,0.08331598,0.002970467,0.006010626,0.000700684,0.01775991],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03396306,"threshold_uncertainty_score":0.1396456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05185132740228023,"score_gpt":0.2865593715819651,"score_spread":0.2347080441796849,"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."}}