{"id":"W3025499886","doi":"10.1016/j.brachy.2020.04.004","title":"The American Brachytherapy society consensus statement for skin brachytherapy","year":2020,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Cancer Institute","keywords":"Brachytherapy; Medicine; Medical physics; Radiation treatment planning; External beam radiotherapy; Radiation therapy; Radiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005975709,0.0005917932,0.001006666,0.00004382668,0.0008347323,0.0001254634,0.0003514315,0.0000997167,0.00009071633],"category_scores_gemma":[0.0000893971,0.0004234182,0.0007912136,0.0005979475,0.0008161216,0.00008248432,0.00005831465,0.0004248214,0.00005193297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002347487,"about_ca_system_score_gemma":0.0003212787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007112209,"about_ca_topic_score_gemma":0.00006353151,"domain_scores_codex":[0.9964522,0.0001506282,0.000866259,0.0008882697,0.000647338,0.0009953716],"domain_scores_gemma":[0.9970169,0.0009315945,0.0006111377,0.0007500493,0.0003052483,0.0003850647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01259548,0.0004929135,0.03641236,0.0002268602,0.003848836,0.00006329408,0.008699715,0.00005395244,0.01115417,0.001695473,0.3006032,0.6241537],"study_design_scores_gemma":[0.008881194,0.00460584,0.05130374,0.00004292161,0.0001137428,0.00007491811,0.001925403,0.001209494,0.005308021,0.0006699163,0.925212,0.0006528164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7704224,0.01635101,0.00851442,0.1974887,0.0007888527,0.004873975,0.0001996648,0.0005037748,0.0008572283],"genre_scores_gemma":[0.8620216,0.01946789,0.02253237,0.08886174,0.003508982,0.001440515,0.00008023623,0.0003850557,0.001701587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6246088,"threshold_uncertainty_score":0.9998218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03574948410565877,"score_gpt":0.3327519665728915,"score_spread":0.2970024824672328,"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."}}