{"id":"W2042291027","doi":"10.1002/tre.254","title":"Treatment modalities for localised prostate cancer","year":2012,"lang":"en","type":"article","venue":"Trends in Urology & Men s Health","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Prostate cancer; Modalities; Treatment modality; Medicine; Prostate; Cancer; Disease; Medical physics; Intensive care medicine; Surgery; Pathology; Internal medicine; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002152497,0.0002204053,0.0005557223,0.0002042617,0.00008206641,0.000005041614,0.00004050902,0.00008729419,0.0001795419],"category_scores_gemma":[0.000006381189,0.0001649341,0.0000935813,0.0001665523,0.00007838058,0.0000671384,0.00001396362,0.00008897763,0.00000840155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073883,"about_ca_system_score_gemma":0.0002985857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002094296,"about_ca_topic_score_gemma":0.0004983717,"domain_scores_codex":[0.9983129,0.00008044479,0.0003587827,0.0002982912,0.0001043869,0.0008452292],"domain_scores_gemma":[0.9992091,0.00008790132,0.0001141907,0.0002506591,0.00003147135,0.0003066658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001894063,0.001924713,0.5729513,0.0001660733,0.0002902825,0.00001880244,0.00846453,0.00006360716,0.00001845444,0.002128907,0.008722753,0.4033565],"study_design_scores_gemma":[0.0303103,0.0145574,0.5865616,0.00009975911,0.0004401677,0.00007437768,0.000764033,0.0008122077,0.001225989,0.0006058898,0.3640809,0.0004674621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8114137,0.05543739,0.00005428422,0.1215275,0.0009313083,0.002965298,0.0007195965,0.0001760479,0.006774856],"genre_scores_gemma":[0.9855924,0.004635538,0.0003499445,0.003266662,0.0002542764,0.003064491,0.0002470299,0.00003394539,0.002555714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.402889,"threshold_uncertainty_score":0.6725817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05573920767208249,"score_gpt":0.3950915173132047,"score_spread":0.3393523096411222,"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."}}