{"id":"W2969245621","doi":"10.1016/j.clon.2019.08.004","title":"Current Role of Radiotherapy in Non-melanoma Skin Cancer","year":2019,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Radiation therapy; Skin cancer; Basal cell carcinoma; Brachytherapy; External beam radiotherapy; Malignancy; Dermatology; Population; Cancer; Surgery; Basal cell; 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":[0.0005119693,0.0001285063,0.001076824,0.00008929344,0.000009871737,0.000001355373,0.000132124,0.0002174778,0.0006909725],"category_scores_gemma":[0.0001184124,0.0001051545,0.000181323,0.0001693641,0.0002067266,0.0000253558,0.00006790631,0.0004450713,0.00009375119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002921926,"about_ca_system_score_gemma":0.000473265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000175793,"about_ca_topic_score_gemma":0.0002725126,"domain_scores_codex":[0.998337,0.0001171387,0.0008084238,0.0003370903,0.0001410642,0.0002592279],"domain_scores_gemma":[0.9985538,0.0007181533,0.000242653,0.0003184727,0.00006693722,0.0000999753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00053294,0.0005464627,0.7172434,0.00004465119,0.00008146102,0.0000115934,0.0001913802,0.000003720439,0.0002625404,0.0000534149,0.001274068,0.2797544],"study_design_scores_gemma":[0.004671724,0.002010342,0.796681,0.0001116183,0.00003185312,0.000005919438,0.00007405451,0.0001248399,0.0002088482,0.00009233724,0.1959046,0.00008282828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774495,0.01107964,0.000009677295,0.001532628,0.001787493,0.000516723,0.000005635258,0.00001022679,0.007608442],"genre_scores_gemma":[0.9917166,0.005902455,0.0006052727,0.000666494,0.0007151092,0.00006730214,0.000003092978,0.00002023679,0.000303497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2796715,"threshold_uncertainty_score":0.7565665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04081375019887446,"score_gpt":0.4519277881859017,"score_spread":0.4111140379870272,"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."}}