{"id":"W2080672653","doi":"10.5489/cuaj.218","title":"Canadian Prostate Brachytherapy in 2012","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôtel-Dieu de Québec; BC Cancer Agency","funders":"","keywords":"Brachytherapy; Medicine; Prostate cancer; Prostate brachytherapy; Dose rate; Prostate; External beam radiation; Radiation therapy; Urology; Medical physics; Radiology; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003282795,0.0001293168,0.000235576,0.0003140813,0.0001543652,0.0001145253,0.00006956131,0.0001838691,0.003887961],"category_scores_gemma":[0.0001461058,0.0001017862,0.00008196599,0.0002308501,0.00001511093,0.0002103475,0.000004054827,0.00047008,0.0004301171],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005665481,"about_ca_system_score_gemma":0.00160895,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4167887,"about_ca_topic_score_gemma":0.5494863,"domain_scores_codex":[0.9985196,0.0000833696,0.0002886477,0.0001684816,0.0001958834,0.0007440342],"domain_scores_gemma":[0.9978699,0.0000543895,0.0001143879,0.00008994928,0.0002067484,0.001664621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008663617,0.00003495822,0.9467423,0.000001577203,0.00004565067,0.0001909808,0.0001080953,0.000009427953,0.0000156458,0.00007626029,0.04051459,0.01225188],"study_design_scores_gemma":[0.001008059,0.0002410252,0.853301,0.00001349828,0.00001399298,0.00009363334,0.00003535585,0.00003252527,0.000008276129,0.001131819,0.1440274,0.00009337439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8426074,0.001008646,0.000001350732,0.1509227,0.000253436,0.0005141269,0.00003358985,0.0000129538,0.004645825],"genre_scores_gemma":[0.9811785,0.0004947609,0.00009170095,0.01630901,0.0002121403,0.00007741965,0.0000279463,0.00001291462,0.001595601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1385711,"threshold_uncertainty_score":0.9981516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009526144829286322,"score_gpt":0.2272701394997477,"score_spread":0.2177439946704614,"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."}}