{"id":"W4396228096","doi":"10.1002/ejhf.3246","title":"Multidisciplinary Care of Peripartum Heart Failure: A Scientific Statement of the Heart Failure Association of the ESC","year":2024,"lang":"en","type":"review","venue":"European Journal of Heart Failure","topic":"Cardiovascular Issues in Pregnancy","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Multidisciplinary approach; Heart failure; Pregnancy; Intensive care medicine; Heart disease; Disease; Complication; Disease management; Obstetrics; Surgery; Internal medicine","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"],"consensus_categories":[],"category_scores_codex":[0.004149292,0.0006203546,0.003039202,0.0004784851,0.0002053653,0.00008657685,0.0008800313,0.0002192482,0.0001812003],"category_scores_gemma":[0.0006168274,0.0003486254,0.004821902,0.001315842,0.0004572564,0.0001403779,0.0008514527,0.001811746,0.00008797993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004715372,"about_ca_system_score_gemma":0.001213416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004186352,"about_ca_topic_score_gemma":0.00002602883,"domain_scores_codex":[0.9912025,0.002764034,0.002613419,0.0005561665,0.002386346,0.000477542],"domain_scores_gemma":[0.9944538,0.0001512917,0.002206381,0.001827654,0.001157776,0.0002030313],"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":[0.00006367466,0.0004765736,0.002928136,0.05517106,0.004385868,0.0002086636,0.005216393,0.00006784336,0.001447341,0.00004983194,0.9192133,0.01077134],"study_design_scores_gemma":[0.0008826082,0.00030177,0.0005771991,0.067994,0.004302531,0.001224935,0.001094562,0.000001664464,0.0003781457,0.000004705058,0.9229955,0.0002423614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001927212,0.985435,0.00001047366,0.007959923,0.002300311,0.001812209,0.0002021532,0.00002726525,0.0003254546],"genre_scores_gemma":[0.1757431,0.7447395,0.04016159,0.0002760284,0.0054252,0.00009127687,0.0002295348,0.002401582,0.03093224],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2406955,"threshold_uncertainty_score":0.9998966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02116851653840513,"score_gpt":0.3074759889837608,"score_spread":0.2863074724453557,"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."}}