{"id":"W4408661073","doi":"10.21105/joss.07361","title":"RT-utils: A Minimal Python Library for RT-struct Manipulation","year":2025,"lang":"en","type":"article","venue":"The Journal of Open Source Software","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"struct; Python (programming language); Computer science; Programming language; Mathematics","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":[0.001299928,0.002423948,0.001262597,0.00144588,0.0007686639,0.002217775,0.003893722,0.001288202,0.1113877],"category_scores_gemma":[0.005979632,0.001633447,0.002617035,0.0009404262,0.001018719,0.002540717,0.003975614,0.003233085,0.06643455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000873684,"about_ca_system_score_gemma":0.002205926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002504757,"about_ca_topic_score_gemma":0.005174892,"domain_scores_codex":[0.9988318,0.0001230629,0.0001274011,0.0002572283,0.0004347076,0.0002257473],"domain_scores_gemma":[0.9981255,0.0007624547,0.0001527339,0.0004748081,0.0003389138,0.0001456227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007014311,0.000232432,0.002507756,0.00216334,0.0004056818,0.0006404006,0.0005964123,0.009050859,0.02403108,0.02920178,0.6629738,0.2674951],"study_design_scores_gemma":[0.0005316838,0.0001242502,0.003429756,0.0005774195,0.0002058246,0.00113855,0.0001711814,0.109713,0.07974306,0.06597871,0.7378618,0.000524868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001974433,0.0001733539,0.379683,0.0001339829,0.0002277794,0.0001769853,0.009947704,0.5980213,0.009661537],"genre_scores_gemma":[0.0478468,0.0005264346,0.3367566,0.001330346,0.0001874635,0.001658145,0.03491547,0.5347837,0.04199514],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1113877,"threshold_uncertainty_score":0.372629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02271248607739513,"score_gpt":0.3336422261358762,"score_spread":0.3109297400584811,"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."}}