{"id":"W4416083474","doi":"10.1200/cci-25-00044","title":"Review of Large Language Models for Patient and Caregiver Support in Cancer Care Delivery","year":2025,"lang":"en","type":"review","venue":"JCO Clinical Cancer Informatics","topic":"Cancer survivorship and care","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Telehealth; MEDLINE; Health care; Narrative review; Clinical trial; Patient safety; Cancer; Precision 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006853053,0.001306357,0.00242814,0.004892114,0.00059475,0.002785826,0.001932653,0.001618093,0.008552688],"category_scores_gemma":[0.02375012,0.0006105129,0.002790586,0.004743144,0.0009408044,0.002942886,0.00221222,0.001967423,0.001078849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002582661,"about_ca_system_score_gemma":0.009342102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006310112,"about_ca_topic_score_gemma":0.009368875,"domain_scores_codex":[0.9964725,0.001821645,0.0007367513,0.0002357459,0.000618317,0.0001151683],"domain_scores_gemma":[0.9827909,0.01478983,0.001147272,0.0002623991,0.0008477839,0.0001617243],"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":[0.0001280004,0.00007027356,0.0002876786,0.2918577,0.000807326,0.0001098966,0.0006179237,0.0004660769,0.0001783049,0.006752381,0.01444009,0.6842843],"study_design_scores_gemma":[0.00008950781,0.0002103172,0.001624438,0.4695155,0.003882268,0.0006160621,0.000634185,0.0002939142,0.0002622336,0.004677932,0.5181344,0.00005923264],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001203688,0.9984616,0.0002005743,0.0003790375,0.00007740252,0.00003456848,0.00003506199,0.000007087383,0.0006843989],"genre_scores_gemma":[0.002696542,0.9958419,0.0006778595,0.0004063158,0.00006682699,0.000100341,0.00006119718,0.000006024343,0.0001430548],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008552688,"threshold_uncertainty_score":0.0362429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08435787876696679,"score_gpt":0.4636434668287081,"score_spread":0.3792855880617413,"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."}}