{"id":"W4320710307","doi":"10.1161/circheartfailure.122.010123","title":"Considerations for Advanced Heart Failure Consultation in Individuals With Fontan Circulation: Recommendations From ACTION","year":2023,"lang":"en","type":"review","venue":"Circulation Heart Failure","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Medicine; Heart failure; Referral; Cardiology; Internal medicine; Intensive care medicine; Family 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":[0.0003430979,0.0006640715,0.001980304,0.0008942064,0.0005382542,0.0001441971,0.00007240813,0.0005428424,0.0003308399],"category_scores_gemma":[0.001140707,0.0006504433,0.0005153117,0.001375541,0.0001164541,0.000523678,0.000047324,0.0006032937,0.0002309218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006285356,"about_ca_system_score_gemma":0.001162185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008685415,"about_ca_topic_score_gemma":0.002898414,"domain_scores_codex":[0.9962233,0.0002967502,0.001374143,0.001060849,0.0005450874,0.0004999043],"domain_scores_gemma":[0.9954896,0.002540942,0.0003990364,0.0006450729,0.0006713172,0.0002540207],"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":[0.0004278524,0.001869576,0.06939536,0.05802157,0.007864339,0.00009246793,0.005867957,0.00140042,0.0004065554,0.002822848,0.1827211,0.6691099],"study_design_scores_gemma":[0.003268165,0.0001194064,0.0115243,0.01120641,0.002043206,0.0001304662,0.001139412,0.000298955,0.000003973963,0.001024757,0.9684601,0.0007807934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006816149,0.9147674,0.001648225,0.03451208,0.001365353,0.03310841,0.005994809,0.001626128,0.0001614216],"genre_scores_gemma":[0.1227666,0.6428487,0.1321354,0.002200511,0.003810249,0.02697398,0.06655041,0.001579562,0.001134586],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7857391,"threshold_uncertainty_score":0.9995947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035152670009229,"score_gpt":0.3852576002035694,"score_spread":0.2817423332026465,"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."}}