{"id":"W4415093807","doi":"10.1016/j.tipsro.2025.100349","title":"Operational assessment of tattooless breast radiotherapy using AlignRT surface guidance","year":2025,"lang":"en","type":"article","venue":"Technical Innovations & Patient Support in Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"BC Cancer Foundation","keywords":"Radiation therapy; Brachytherapy; Image-guided radiation therapy; MEDLINE; Quality assurance","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004166722,0.0001966128,0.0004211873,0.0003920527,0.0001069978,0.00001579883,0.0002318516,0.0001491477,0.0006237162],"category_scores_gemma":[0.00001483205,0.0002117689,0.00007186765,0.001500458,0.0001666543,0.000240646,0.00005015579,0.0002831382,5.761692e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008473467,"about_ca_system_score_gemma":0.0009065203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001356765,"about_ca_topic_score_gemma":0.000007647675,"domain_scores_codex":[0.997923,0.0001245877,0.001137578,0.0003435816,0.0002166969,0.000254605],"domain_scores_gemma":[0.9986426,0.000170435,0.0004702681,0.0003445681,0.0003388418,0.00003325166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003916697,0.001225772,0.5105117,0.0000168474,0.00007753435,0.00000193622,0.0001151483,0.02355084,0.08831187,0.3302419,0.002884693,0.0430226],"study_design_scores_gemma":[0.008515516,0.001983296,0.5933443,0.0002912359,0.0001204678,0.00005201099,0.0004236685,0.1368529,0.05302734,0.02015176,0.1833023,0.001935248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1974603,0.00006466061,0.7950757,0.001255983,0.0002059649,0.0008143607,0.0001499041,0.00009856252,0.00487458],"genre_scores_gemma":[0.809311,0.00001313288,0.1897295,0.0004862717,0.00004248169,0.0001240271,0.0002151577,0.00001819138,0.0000602549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6118507,"threshold_uncertainty_score":0.8635686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666647739568884,"score_gpt":0.3896748660397437,"score_spread":0.3730083886440548,"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."}}