{"id":"W4406964274","doi":"10.1161/circheartfailure.124.012724","title":"Letter by Shah Regarding Article, “Reversible Cause of Heart Failure?”","year":2025,"lang":"en","type":"letter","venue":"Circulation Heart Failure","topic":"Cardiovascular and Diving-Related Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Cardiology; 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":[0.0002748604,0.0003955419,0.0009616567,0.0004809996,0.0001893009,0.00006514252,0.0001617328,0.001047955,0.0003998615],"category_scores_gemma":[0.0001755873,0.0004229188,0.001001318,0.0007957484,0.000131881,0.0001813793,0.00008770399,0.001584804,0.0002199835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002107956,"about_ca_system_score_gemma":0.0002417707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001236338,"about_ca_topic_score_gemma":0.000008152711,"domain_scores_codex":[0.997196,0.0001656086,0.0006733953,0.000733314,0.0007563471,0.0004753853],"domain_scores_gemma":[0.9976757,0.0001905088,0.0001720979,0.001393079,0.000435586,0.0001330125],"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":[0.00001055694,0.00003795444,0.007536449,0.0004052849,0.0006032751,0.00001961052,0.00004976872,0.0001409256,0.004838106,0.00004509629,0.9862731,0.00003990601],"study_design_scores_gemma":[0.001200823,0.00002491086,0.003855433,0.0006461813,0.001003562,0.0001923703,0.00002399914,0.0001729,0.001233851,0.00008305485,0.9912161,0.000346785],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004473017,0.000876176,0.00284793,0.988548,0.0003426318,0.001142111,0.0001178447,0.0002374235,0.001414837],"genre_scores_gemma":[0.2341744,0.00002087169,0.004618548,0.7471402,0.003344165,0.0001782196,0.003216406,0.0001731257,0.007134132],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2414079,"threshold_uncertainty_score":0.9998223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592049682812822,"score_gpt":0.2505483444130023,"score_spread":0.2346278475848741,"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."}}