{"id":"W4383711200","doi":"10.1002/mp.16571","title":"AAPM WGDCAB Report 372: A joint AAPM, ESTRO, ABG, and ABS report on commissioning of model‐based dose calculation algorithms in brachytherapy","year":2023,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Alberta; Université Laval","funders":"Agencia Estatal de Investigación; Natural Sciences and Engineering Research Council of Canada; National Cancer Institute; Swedish Cancer Foundation","keywords":"Brachytherapy; Workflow; Quality assurance; Task group; Medical physics; Computer science; DICOM; Radiation treatment planning; Dosimetry; Algorithm; Nuclear medicine; Medicine; Radiation therapy; Radiology; Database; Engineering; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04344231,0.003387569,0.001775583,0.007536266,0.003929835,0.009021528,0.004968625,0.007152491,0.0146318],"category_scores_gemma":[0.03055448,0.001865945,0.002377263,0.007268349,0.002290197,0.002463232,0.002736757,0.003881441,0.02467345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006648308,"about_ca_system_score_gemma":0.03088169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06516363,"about_ca_topic_score_gemma":0.02616362,"domain_scores_codex":[0.9588527,0.009207117,0.001960115,0.001683276,0.02655131,0.001745453],"domain_scores_gemma":[0.9251962,0.010531,0.004912587,0.01067812,0.04446561,0.004216374],"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":[0.0006418853,0.000720593,0.003953534,0.001414786,0.000177475,0.0004672601,0.0005374764,0.03608761,0.01725252,0.01813771,0.8044718,0.1161374],"study_design_scores_gemma":[0.0000988489,0.0002316981,0.00515385,0.0005897659,0.00007463079,0.0002416318,0.0001337503,0.004126104,0.01450373,0.003010836,0.971696,0.0001390564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02428203,0.01493339,0.1976673,0.0246193,0.01279781,0.01642711,0.1349268,0.01281713,0.5615292],"genre_scores_gemma":[0.1038701,0.02008386,0.3101403,0.006908937,0.00411579,0.01326878,0.2287837,0.02596968,0.2868587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06516363,"threshold_uncertainty_score":0.2297477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02865833933786513,"score_gpt":0.3378261932960713,"score_spread":0.3091678539582061,"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."}}