{"id":"W4386449194","doi":"10.1016/j.jchf.2023.07.009","title":"Cardio-Obstetrics and Heart Failure","year":2023,"lang":"en","type":"review","venue":"JACC Heart Failure","topic":"Cardiovascular Issues in Pregnancy","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Medicine; Heart failure; Cardiology; Internal medicine; Intensive care medicine; Obstetrics","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000897286,0.001009252,0.005650109,0.0007951111,0.0001839087,0.0001510692,0.0002925965,0.001493505,0.0001360374],"category_scores_gemma":[0.001928083,0.0008614171,0.003072428,0.00192768,0.0001768293,0.0001369462,0.0005391603,0.001950834,0.002282239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003454466,"about_ca_system_score_gemma":0.0006325428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000230454,"about_ca_topic_score_gemma":0.00001420395,"domain_scores_codex":[0.9950553,0.0004360874,0.001043729,0.001369744,0.001185051,0.000910111],"domain_scores_gemma":[0.9957208,0.0009320205,0.0001761844,0.002345487,0.0002269496,0.0005985324],"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":[0.000004617747,0.00006085909,0.0001909566,0.07872905,0.002860225,0.001486808,0.0001325675,9.84135e-7,0.000002129214,0.00009309706,0.5024804,0.4139583],"study_design_scores_gemma":[0.0006657756,0.00008908259,0.00004229629,0.03298305,0.003994266,0.005770917,0.00007435564,0.000001293457,0.000001892185,0.00001947448,0.9556537,0.0007039276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001138472,0.9933098,0.0000164715,0.001351502,0.001417837,0.002690486,0.00012145,0.0005989276,0.0004821664],"genre_scores_gemma":[0.00001124414,0.9885228,0.005701736,0.0002146874,0.00158608,0.0003065871,0.0003168149,0.0004157118,0.002924394],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4531732,"threshold_uncertainty_score":0.9998028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04194365119759491,"score_gpt":0.3307802761300026,"score_spread":0.2888366249324077,"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."}}