{"id":"W2106440215","doi":"10.3747/co.21.1727","title":"Predictors of Recurrence after Radiotherapy for Non-Melanoma Skin Cancer","year":2014,"lang":"en","type":"article","venue":"Current Oncology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Radiation therapy; Basal cell carcinoma; Melanoma; Basal cell; Skin cancer; Immunosuppression; Oncology; Multivariate analysis; Internal medicine; Cancer; Dermatology; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002344077,0.0001899318,0.0006427661,0.0001120521,0.00003858219,0.000003241019,0.0001301149,0.0001194591,0.0001766986],"category_scores_gemma":[0.0001077522,0.0001586398,0.0001518235,0.000135898,0.0002359929,0.00003692691,0.00004399396,0.0001694542,0.00000650009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003097686,"about_ca_system_score_gemma":0.0002348921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001839532,"about_ca_topic_score_gemma":0.00006223936,"domain_scores_codex":[0.9987365,0.00005586533,0.0003688945,0.0003436424,0.0001643692,0.0003307125],"domain_scores_gemma":[0.9989432,0.0002799827,0.0001950301,0.0002928413,0.0001791376,0.0001098361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008965012,0.0003262855,0.6949822,0.0003981637,0.0001876805,0.000002012059,0.0009166895,0.000001710214,0.0002053819,0.00005805464,0.01759771,0.2844276],"study_design_scores_gemma":[0.003085375,0.001813848,0.4085924,0.0002214381,0.0001361659,0.000009705737,0.0000299205,0.0002781093,0.001134259,0.0000615044,0.5844999,0.0001373389],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694522,0.01431443,0.00515692,0.001320314,0.006776947,0.001289887,0.0001023695,0.00003526442,0.001551666],"genre_scores_gemma":[0.9921088,0.002359173,0.001939771,0.0002173627,0.001907837,0.001233114,0.00001748377,0.00003436864,0.0001820825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5669022,"threshold_uncertainty_score":0.6469145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04742410926591274,"score_gpt":0.3945723258984449,"score_spread":0.3471482166325321,"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."}}