{"id":"W4406849000","doi":"10.5114/jcb.2024.146795","title":"The Elekta Esteya® electronic brachytherapy system in non-melanoma skin cancers: A post-market observational study","year":2024,"lang":"en","type":"review","venue":"Journal of Contemporary Brachytherapy","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alpha Technologies (Canada)","funders":"Elekta","keywords":"Medicine; Brachytherapy; Observational study; Oncology; Medical physics; Radiology; Internal medicine; Nuclear medicine; Radiation therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008383045,0.0001680809,0.0002802193,0.0004833049,0.0004435145,0.0005692385,0.0002604696,0.0003711336,0.003105416],"category_scores_gemma":[0.001968679,0.0001669317,0.0003775521,0.0006478741,0.0002185496,0.0004453835,0.0002688796,0.0004992287,0.0005192259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003495557,"about_ca_system_score_gemma":0.0004135135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001435619,"about_ca_topic_score_gemma":0.001727445,"domain_scores_codex":[0.9994631,0.0001777548,0.00005672739,0.00009876701,0.0001177235,0.00008587214],"domain_scores_gemma":[0.9976593,0.0005307628,0.001242822,0.0001032744,0.0002077116,0.0002561615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008124342,0.0005811537,0.9951833,0.00003666203,0.0000398833,0.0002043136,0.0002373278,0.00001848347,0.0003269587,0.00002030389,0.0001066985,0.002432677],"study_design_scores_gemma":[0.00007426155,0.003330098,0.9936671,0.00001494418,0.00005340398,0.0008416598,0.0008983382,0.0001608059,0.000198243,0.00001565874,0.000737891,0.000007688335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9995742,0.00009724295,0.00003283219,0.00001439951,0.000002327761,0.00001624563,0.00006604047,6.678217e-7,0.0001958479],"genre_scores_gemma":[0.9995141,0.00007351112,0.0000363894,0.00003157046,0.00001062679,0.00001608462,0.0001098578,0.000001387037,0.0002064441],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003105416,"threshold_uncertainty_score":0.01038861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06381240052471732,"score_gpt":0.3696736031696902,"score_spread":0.3058612026449729,"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."}}