{"id":"W4321487362","doi":"10.1016/j.clon.2023.02.010","title":"Advances in Skin Brachytherapy: Cosmesis and Function Preservation","year":2023,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Cosmesis; Brachytherapy; Medicine; Skin cancer; Radiation therapy; External beam radiotherapy; Radiology; Surgery; 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":[0.0007295883,0.00007347333,0.0003996923,0.00008740011,0.00003274732,0.000003007636,0.00003447061,0.000160549,0.0000492839],"category_scores_gemma":[0.0006470962,0.00006247907,0.0000473799,0.0002978228,0.0001605343,0.0001177654,0.00005479532,0.0002119572,0.00006521953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007040044,"about_ca_system_score_gemma":0.00009253991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001529272,"about_ca_topic_score_gemma":0.0003491078,"domain_scores_codex":[0.9989367,0.0001321987,0.0004178675,0.0002587907,0.00009171075,0.0001627805],"domain_scores_gemma":[0.9984048,0.001265307,0.00009717189,0.0001311565,0.0000411595,0.00006042449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005456199,0.0000897633,0.5610723,0.00002403633,0.00001955746,0.00002721848,0.00006189737,0.000002715923,0.0000123021,0.00015351,0.00300987,0.4349812],"study_design_scores_gemma":[0.001883227,0.001422569,0.7254068,0.00002082069,0.0000219061,0.000004754014,0.00008483676,0.0001335259,0.000007626748,0.001879409,0.2690922,0.00004230562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764845,0.002639363,0.00009293519,0.0101548,0.00087572,0.0003204329,0.000001635676,0.00006836099,0.009362242],"genre_scores_gemma":[0.9785993,0.0174005,0.0003918045,0.002013543,0.0005709551,0.00009186911,0.00001428737,0.00001375345,0.0009039648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4349389,"threshold_uncertainty_score":0.2547823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100096254851347,"score_gpt":0.4692694233457816,"score_spread":0.3691731684944347,"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."}}