{"id":"W3207894863","doi":"10.3389/fonc.2021.709530","title":"Clinical Efficacy and Safety of Proton and Carbon Ion Radiotherapy for Prostate Cancer: A Systematic Review and Meta-Analysis","year":2021,"lang":"en","type":"review","venue":"Frontiers in Oncology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"National Office for Philosophy and Social Sciences","keywords":"Prostate cancer; Medicine; Meta-analysis; Radiation therapy; Oncology; Internal medicine; Genitourinary system; Acute toxicity; Carbon Ion Radiotherapy; Toxicity; Prostate; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002262287,0.0003032714,0.01340915,0.000360171,0.00002608356,0.000007571261,0.00006884409,0.0004331864,0.00001764829],"category_scores_gemma":[0.0004077738,0.0002020682,0.0008318605,0.0005516016,0.0001666007,0.00002192064,0.00002211675,0.0002926506,3.137721e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001830447,"about_ca_system_score_gemma":0.0004003244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002093952,"about_ca_topic_score_gemma":0.000008489265,"domain_scores_codex":[0.9961084,0.00129632,0.001782256,0.0005240648,0.000116861,0.0001721427],"domain_scores_gemma":[0.9975256,0.0008279743,0.001111007,0.0003403671,0.00008326396,0.0001118273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000169584,0.0001199301,0.0007428468,0.7787136,0.103244,0.000008691929,0.0001112563,3.519522e-7,7.214e-8,0.000007602496,0.0002875767,0.1165945],"study_design_scores_gemma":[0.002023085,0.0007891079,0.00003264824,0.02587443,0.7061786,0.00003851416,0.00002122426,0.0000745204,2.696158e-7,0.000007350659,0.2647726,0.0001876473],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001652543,0.9852291,0.0001902321,0.0004269518,0.0001293808,0.0139188,0.00006647148,0.000007787927,0.00001472339],"genre_scores_gemma":[0.000003266086,0.9937243,0.003092643,0.0004572639,0.0000449312,0.002328977,0.00005952527,0.00002864823,0.0002604223],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7528391,"threshold_uncertainty_score":0.9166225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07166902872445326,"score_gpt":0.4495272027255915,"score_spread":0.3778581740011383,"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."}}