{"id":"W4380852815","doi":"10.1200/go.23.00046","title":"Hypofractionation Adoption in Prostate Cancer Radiotherapy: Results of an International Survey","year":2023,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Princess Margaret Cancer Centre; University of Toronto","funders":"Deutsches Krebsforschungszentrum","keywords":"Prostate cancer; Medicine; Radiation therapy; Logistic regression; Regimen; Family medicine; Oncology; Internal medicine; Cancer; Demography","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":[0.0004025071,0.00007823075,0.000210446,0.0001091619,0.00001505109,0.000005210582,0.00005072151,0.00007803004,0.00004685958],"category_scores_gemma":[0.000102393,0.00006999833,0.0000321185,0.00042165,0.00003625446,0.0001274103,0.00001500314,0.00006850353,0.000009771541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001631641,"about_ca_system_score_gemma":0.0003133703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004051525,"about_ca_topic_score_gemma":0.004755053,"domain_scores_codex":[0.9990699,0.00009798197,0.0002962426,0.0002169741,0.0001763765,0.0001424888],"domain_scores_gemma":[0.9994289,0.00008249791,0.0001478366,0.0001141939,0.0001703421,0.00005622261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003802382,0.0007492756,0.7649188,0.00001619036,0.0001106411,0.0001006587,0.0002189118,0.001451526,0.0004043879,0.0001848152,0.003310839,0.2247316],"study_design_scores_gemma":[0.005174685,0.0009263766,0.9653894,0.0000360911,0.00001484923,0.0000132048,0.00005085127,0.001675134,0.0002564787,0.00008866935,0.02632137,0.00005292006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913705,0.0001828417,0.000006091999,0.004379786,0.0007860183,0.0003876098,0.0006549549,0.00004080041,0.002191394],"genre_scores_gemma":[0.993784,0.004012717,0.0003597683,0.0002974361,0.000124334,0.0001376379,0.00109756,0.00000744236,0.0001791812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2246787,"threshold_uncertainty_score":0.6124721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04365218880271351,"score_gpt":0.403125340148256,"score_spread":0.3594731513455425,"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."}}