{"id":"W4410105018","doi":"10.1016/j.cmpb.2025.108804","title":"A systematic review of AI as a digital twin for prostate cancer care","year":2025,"lang":"en","type":"review","venue":"Computer Methods and Programs in Biomedicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Prostate cancer; Cancer; Medicine; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005403734,0.001014614,0.003374809,0.007013762,0.0005293349,0.002445116,0.001770827,0.001462056,0.008157738],"category_scores_gemma":[0.0337531,0.0006228295,0.00485509,0.00869241,0.0006971602,0.002274235,0.001579936,0.0015929,0.0007128447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002656504,"about_ca_system_score_gemma":0.01488612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01002687,"about_ca_topic_score_gemma":0.02939817,"domain_scores_codex":[0.99522,0.00194856,0.001507831,0.0003651933,0.000845282,0.0001130812],"domain_scores_gemma":[0.976555,0.01894769,0.002207165,0.0003372411,0.001690971,0.0002618186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001277651,0.00002059229,0.0007037004,0.7928962,0.002989229,0.00009730518,0.0002977276,0.0003032064,0.0001415697,0.001674248,0.01085094,0.1898977],"study_design_scores_gemma":[0.00008731365,0.0001322482,0.002755486,0.8453568,0.01369505,0.0004085192,0.0002845894,0.0001529224,0.0001275181,0.001507138,0.1354476,0.00004491608],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002428689,0.9978433,0.0002788817,0.0005950747,0.0001409138,0.00008753393,0.0003236358,0.000008625302,0.0004792029],"genre_scores_gemma":[0.002836222,0.9952742,0.0006957206,0.0006271439,0.00007827238,0.0001633273,0.0002196581,0.000005680722,0.00009965029],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01002687,"threshold_uncertainty_score":0.02857798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2117104758472877,"score_gpt":0.575779773695083,"score_spread":0.3640692978477954,"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."}}