{"id":"W4408938122","doi":"10.1016/j.compbiomed.2025.110020","title":"A data-driven approach to model spatial dose characteristics for catheter placement of high dose-rate brachytherapy for prostate cancer","year":2025,"lang":"en","type":"article","venue":"Computers in Biology and Medicine","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University; McGill University Health Centre","funders":"Vetenskapsrådet; Canadian Institutes of Health Research; VINNOVA; Canada Research Chairs","keywords":"Brachytherapy; Prostate cancer; Dose rate; Prostate; Catheter; Cancer; Medicine; Radiology; Computer science; Nuclear medicine; Medical physics; Radiation therapy; 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":[0.001952969,0.0009576803,0.0009296697,0.000881028,0.0003994659,0.0007320421,0.001391857,0.001415884,0.0009047833],"category_scores_gemma":[0.005075079,0.0009696841,0.001336766,0.000643302,0.0006526324,0.0005881133,0.0006686873,0.001294711,0.0001819128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001775644,"about_ca_system_score_gemma":0.001613911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.014722,"about_ca_topic_score_gemma":0.01468898,"domain_scores_codex":[0.999342,0.0003283754,0.00002831339,0.000121137,0.0001230352,0.00005705651],"domain_scores_gemma":[0.9959281,0.002977305,0.0004761283,0.0001013615,0.0004332517,0.00008393651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009524717,0.000008686997,0.0002101564,0.000006865567,0.000007823104,0.000006329026,0.000004649238,0.9977418,0.0001244126,0.0002356315,0.00003826776,0.001605811],"study_design_scores_gemma":[0.000001617627,0.000004508145,0.00005544582,9.172873e-7,0.000001667931,0.000002206622,8.141105e-7,0.9995995,0.00007803768,0.0002252161,0.00002870167,0.000001409861],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06042716,0.0002184633,0.9376566,0.0002913215,0.00002286965,0.00007896379,0.0002446741,0.0004532475,0.000606657],"genre_scores_gemma":[0.8581468,0.0001497347,0.1393404,0.000122242,0.00004035996,0.0003381768,0.0005772265,0.00009780118,0.001187268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.014722,"threshold_uncertainty_score":0.02927262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04619989046934753,"score_gpt":0.3628122619369135,"score_spread":0.316612371467566,"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."}}