{"id":"W4408098783","doi":"10.2196/63964","title":"Application of Artificial Intelligence in Cardio-Oncology Imaging for Cancer Therapy–Related Cardiovascular Toxicity: Systematic Review","year":2025,"lang":"en","type":"review","venue":"JMIR Cancer","topic":"Chemotherapy-induced cardiotoxicity and mitigation","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cardiotoxicity; Medicine; Magnetic resonance imaging; Cochrane Library; MEDLINE; Medical physics; Cancer; Internal medicine; Radiology; Meta-analysis; Chemotherapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001205547,0.0004663417,0.005812617,0.0003628062,0.00004568056,0.00001129483,0.000247722,0.0004638819,0.00002793361],"category_scores_gemma":[0.0001437095,0.0003881246,0.002357416,0.001129679,0.00008478686,0.00005954316,0.00003503455,0.0004618296,0.000004011557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001408327,"about_ca_system_score_gemma":0.001537308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002278623,"about_ca_topic_score_gemma":0.00005543066,"domain_scores_codex":[0.9965137,0.000376491,0.001717288,0.000669813,0.0003946168,0.0003281445],"domain_scores_gemma":[0.9976828,0.0002909355,0.0007655061,0.0008594185,0.0003269611,0.00007434598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001401531,0.0000403106,0.000001274767,0.4616604,0.001074819,0.000002622481,0.00006672697,0.00001247475,0.00006245103,0.00005092532,0.00005194435,0.536962],"study_design_scores_gemma":[0.0003548105,0.00005192001,0.000001303357,0.6979374,0.007347918,0.00003520674,0.00004834146,0.0001625781,0.0008719021,0.0001034529,0.2927117,0.0003734649],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005858655,0.9765473,0.003851933,0.0002036907,0.0003225685,0.018684,0.0001161934,0.00004801784,0.0002204155],"genre_scores_gemma":[0.0002136404,0.9695925,0.0000792003,0.0004162446,0.0002517557,0.02914647,0.0001342068,0.00006449183,0.0001015419],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5365885,"threshold_uncertainty_score":0.9998571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04337036166779241,"score_gpt":0.4023100490877441,"score_spread":0.3589396874199517,"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."}}