{"id":"W4404550325","doi":"10.1002/ejhf.3530","title":"Knowledge and Application of ESC/HFA Guidelines in the Management of Advanced Heart Failure","year":2024,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Guideline; Heart transplantation; Referral; Internal medicine; Intensive care medicine; Emergency medicine; Family medicine; Pathology","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":[0.006170833,0.0001160156,0.0001864409,0.0007955267,0.0002972922,0.000907977,0.0003772621,0.0009558179,0.002523823],"category_scores_gemma":[0.03021946,0.000142811,0.0003127482,0.0005234111,0.0003309904,0.0009009715,0.0007729789,0.0007568384,0.000273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007473952,"about_ca_system_score_gemma":0.001623564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008986413,"about_ca_topic_score_gemma":0.01337238,"domain_scores_codex":[0.9964778,0.001505691,0.0004501305,0.0002085052,0.001093597,0.0002643995],"domain_scores_gemma":[0.9794858,0.008869767,0.006532545,0.0003028354,0.003127061,0.001681974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005454268,0.0004255198,0.9621139,0.0002003472,0.00005974093,0.0001012719,0.001736598,0.0001791986,0.0001467178,0.00009048563,0.001884607,0.03300702],"study_design_scores_gemma":[0.00002315461,0.000223722,0.9935874,0.0004375102,0.00003795724,0.0002076699,0.00247447,0.0005792711,0.00009156339,0.0001230353,0.002202812,0.0000114524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856687,0.00191468,0.0003759206,0.005969633,0.00006553343,0.00007788576,0.0002357592,0.000008796686,0.005683016],"genre_scores_gemma":[0.9974138,0.0008839592,0.0005634756,0.0006715674,0.00004764686,0.00002816953,0.0001232266,0.000001563856,0.0002665229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008986413,"threshold_uncertainty_score":0.03263491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01415485304638091,"score_gpt":0.2663529303625853,"score_spread":0.2521980773162044,"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."}}