{"id":"W2102636409","doi":"10.3747/co.v17i0.704","title":"Radiation Therapy in Prostate Cancer: A Risk-Adapted Strategy","year":2010,"lang":"en","type":"article","venue":"Current Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; BC Cancer Agency","funders":"","keywords":"Medicine; Brachytherapy; Prostate cancer; Radiation therapy; Prostatectomy; External beam radiotherapy; Context (archaeology); Androgen deprivation therapy; Oncology; Modalities; Stage (stratigraphy); Disease; Internal medicine; Cancer","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":[0.0001585552,0.0001351475,0.0002907449,0.0001084167,0.00003812749,0.000009014992,0.00004915173,0.00008236677,0.0002843603],"category_scores_gemma":[0.00003462205,0.0001058403,0.00005231756,0.0001758536,0.00005635495,0.00005422067,0.00001267578,0.0004493136,0.00002498059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003059426,"about_ca_system_score_gemma":0.0004888364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004524084,"about_ca_topic_score_gemma":0.001283034,"domain_scores_codex":[0.9990739,0.00006057218,0.0002367537,0.0002645316,0.0001050848,0.0002591755],"domain_scores_gemma":[0.9994317,0.000061755,0.0001395971,0.0001739139,0.00007689434,0.0001161505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001956013,0.0006234925,0.4386291,0.00001159625,0.00002344475,0.00002007316,0.0002785273,0.000007746394,0.0004202236,0.00008745295,0.0007152995,0.5589874],"study_design_scores_gemma":[0.007364217,0.001633643,0.7190568,0.00004128172,0.00004411391,0.0000121576,0.00004981497,0.0003389633,0.001994885,0.0002883402,0.2690597,0.0001161365],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856368,0.009746132,0.000002257784,0.001578565,0.001374803,0.0009214088,0.00004824341,0.00004020305,0.0006515558],"genre_scores_gemma":[0.951398,0.04741147,0.00004447851,0.0001026476,0.00024603,0.0006667492,0.00007573118,0.00001463298,0.00004028421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5588713,"threshold_uncertainty_score":0.4316041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06703186238093015,"score_gpt":0.4052581291113483,"score_spread":0.3382262667304181,"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."}}