{"id":"W2484426162","doi":"10.1155/2016/3079684","title":"Advances in Radiotherapy for Prostate Cancer Treatment","year":2016,"lang":"en","type":"article","venue":"Prostate Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Tomotherapy; Brachytherapy; Cyberknife; Prostate cancer; Proton therapy; Radiation therapy; Radiosurgery; Nuclear medicine; Prostate; Radiation treatment planning; Radiology; Image-guided radiation therapy; External beam radiation; Medical physics; Cancer; Internal medicine","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":[0.0001038172,0.0003754418,0.0005852384,0.0001401919,0.00007513507,0.00002472525,0.0000750877,0.00007525008,0.0003637779],"category_scores_gemma":[0.00001729567,0.0002145722,0.0001646414,0.0002268942,0.0001121463,0.000301772,0.00001483706,0.00005853779,0.00001038127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00247428,"about_ca_system_score_gemma":0.000507353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004907587,"about_ca_topic_score_gemma":0.001057603,"domain_scores_codex":[0.9980063,0.00002723256,0.0004052087,0.0006629182,0.0002046691,0.000693661],"domain_scores_gemma":[0.9990432,0.0001143848,0.0001554648,0.0003151387,0.0001563276,0.0002155438],"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":[0.001964161,0.0003311911,0.2817484,0.0001578049,0.0001425799,0.0000276022,0.0008910298,0.0000434444,0.003638435,0.00008371914,0.0008434397,0.7101282],"study_design_scores_gemma":[0.02539508,0.002772514,0.03459085,0.001556278,0.0001767236,0.00000904136,0.00009847689,0.0000795798,0.05809382,0.0006858609,0.8760273,0.0005145068],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6363422,0.3161332,0.0001821915,0.03391865,0.001202048,0.009192168,0.002075354,0.0002078639,0.0007463533],"genre_scores_gemma":[0.3760245,0.5959309,0.0005917646,0.0008983102,0.0003484657,0.02065067,0.00003858133,0.00009597934,0.005420741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8751838,"threshold_uncertainty_score":0.8749998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01940643554286055,"score_gpt":0.338114107076912,"score_spread":0.3187076715340514,"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."}}