{"id":"W2136254506","doi":"10.1016/j.radonc.2005.04.002","title":"Anatomy-based inverse planning dose optimization in HDR prostate implant: A toxicity study","year":2005,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Hôtel-Dieu de Québec; Centre hospitalier universitaire de Québec","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Prostate cancer; Prostate; Rectum; Urology; Toxicity; Acute toxicity; Implant; International Prostate Symptom Score; Urethra; Surgery; Internal medicine; Lower urinary tract symptoms; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008564828,0.0006298184,0.0007335736,0.0005705705,0.0002112618,0.0006438522,0.0007643972,0.0004669809,0.001831916],"category_scores_gemma":[0.002371805,0.0004907299,0.001006419,0.0008437994,0.0004037189,0.0004563385,0.0004578443,0.0004425653,0.0002638026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008678491,"about_ca_system_score_gemma":0.0004779885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002620965,"about_ca_topic_score_gemma":0.001755122,"domain_scores_codex":[0.9993774,0.0002458623,0.0000371145,0.00006070577,0.0002418879,0.00003705253],"domain_scores_gemma":[0.9989707,0.0006328638,0.0001524097,0.0001274605,0.00009216667,0.00002433692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.003818353,0.001025058,0.01527417,0.0006104741,0.0003514767,0.0002558084,0.0005778877,0.8011063,0.08819681,0.001898158,0.0007448404,0.08614071],"study_design_scores_gemma":[0.0004482404,0.005647988,0.07330141,0.00005669463,0.0007311925,0.002460985,0.0001900573,0.7921093,0.1189026,0.001524372,0.004453789,0.0001734421],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8907729,0.002862949,0.09681516,0.0001682242,0.00004052743,0.0002538153,0.0005816359,0.0005602856,0.007944426],"genre_scores_gemma":[0.9753627,0.0003479366,0.02158353,0.00005754315,0.00001745776,0.00005985334,0.0002234457,0.0003476708,0.001999867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002620965,"threshold_uncertainty_score":0.006296694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02143495116563327,"score_gpt":0.3401491197189153,"score_spread":0.318714168553282,"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."}}