{"id":"W4411134055","doi":"10.3390/siuj6030038","title":"SIU-ICUD: Focal Therapy for PCa — The Technique","year":2025,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Cryotherapy; High-intensity focused ultrasound; Modality (human–computer interaction); Medical physics; Modalities; Medicine; Brachytherapy; Radiology; Lesion; Computer science; Ablation; Ultrasound; Radiation therapy; Artificial intelligence; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004599568,0.0001364063,0.0002035644,0.0000951293,0.0002261291,0.00006290244,0.0002258627,0.00009500324,0.0002154029],"category_scores_gemma":[0.0002276802,0.0000792145,0.0002913794,0.00009183917,0.00009266379,0.00006579013,0.00004382218,0.0003498738,0.00000447145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076618,"about_ca_system_score_gemma":0.0003183074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006270283,"about_ca_topic_score_gemma":0.000003130383,"domain_scores_codex":[0.9990506,0.00004702949,0.0002893253,0.0001730729,0.0002229429,0.0002170321],"domain_scores_gemma":[0.9988231,0.0005081273,0.0001383574,0.000162183,0.0003139552,0.0000542969],"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":[0.003167347,0.001742294,0.1416806,0.00006867928,0.003357208,0.0001450786,0.0004447128,0.0001015731,0.0043351,0.02844374,0.3323059,0.4842077],"study_design_scores_gemma":[0.008174636,0.00215532,0.09579927,0.0001798321,0.0002093091,0.0003632516,0.0003849948,0.0002916906,0.02492496,0.06687663,0.8004354,0.0002046539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3941441,0.02114538,0.08611295,0.4282332,0.006261507,0.007098685,0.0001872365,0.0003605911,0.05645637],"genre_scores_gemma":[0.9736739,0.004664732,0.001876342,0.01299037,0.00065489,0.001074578,0.00003667787,0.00001543839,0.0050131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5795298,"threshold_uncertainty_score":0.3230274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04330972169815062,"score_gpt":0.3787439941426416,"score_spread":0.335434272444491,"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."}}