{"id":"W4415673341","doi":"10.1111/imj.70232","title":"Novel predictors of major adverse cardiovascular events in patients with Takotsubo cardiomyopathy: a contemporary analysis","year":2025,"lang":"en","type":"review","venue":"Internal Medicine Journal","topic":"Takotsubo Cardiomyopathy and Associated Phenomena","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Heart Institute Foundation","funders":"","keywords":"Takotsubo syndrome; Adverse effect; Identification (biology); MEDLINE; Risk assessment","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":[0.001997413,0.000956626,0.008900962,0.003974789,0.00007200243,0.00001059682,0.0006336634,0.0004735444,0.0001452823],"category_scores_gemma":[0.0006529577,0.0006194032,0.004445314,0.003207731,0.0002064853,0.0001819115,0.0001649527,0.00216899,0.000004477959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009019152,"about_ca_system_score_gemma":0.001555434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003698643,"about_ca_topic_score_gemma":0.00001027075,"domain_scores_codex":[0.993129,0.0005639803,0.00273954,0.0007422436,0.00221742,0.0006078703],"domain_scores_gemma":[0.9954691,0.0003152334,0.001993107,0.0009292486,0.0007786612,0.0005146363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001767791,0.00138598,0.688185,0.02241379,0.1763898,0.001148271,0.0008854423,0.0001068515,0.000001053713,0.0000111934,0.002165257,0.1055396],"study_design_scores_gemma":[0.02809356,0.002779647,0.2288141,0.2250812,0.1468402,0.0008231823,0.0003422853,0.000006681207,0.000001167145,0.00001608056,0.3660674,0.001134448],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00363408,0.9871337,0.0009639444,0.00003773895,0.001395601,0.001562142,0.0002687635,0.00002998249,0.004974064],"genre_scores_gemma":[0.06691045,0.9296286,0.0001283798,0.00006520101,0.001507877,0.00008486252,0.0005901781,0.0001223083,0.0009622146],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4593709,"threshold_uncertainty_score":0.9996257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01699348886005902,"score_gpt":0.2713525156277574,"score_spread":0.2543590267676984,"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."}}