{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005081936,0.0002074933,0.0004088949,0.00009018388,0.00007260117,0.00001368175,0.000112363,0.00009682572,0.00006987408],"category_scores_gemma":[0.00005119939,0.0001848541,0.0001061149,0.0003558992,0.0001310365,0.0001115963,0.00004240262,0.0003748593,0.000001564285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005246701,"about_ca_system_score_gemma":0.0001481937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001566823,"about_ca_topic_score_gemma":0.000001617841,"domain_scores_codex":[0.998105,0.00003864483,0.0006085321,0.0003878914,0.0005890041,0.0002708747],"domain_scores_gemma":[0.9988899,0.0001329132,0.0003237176,0.0004397629,0.00005889174,0.0001548356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002351301,0.00169285,0.1556849,0.0001695065,0.0002188014,0.001412709,0.001570842,0.04976181,0.01220251,0.009942974,0.002914754,0.7641932],"study_design_scores_gemma":[0.002276866,0.0002309192,0.01429725,0.0005613145,0.00002180663,0.00003342696,0.00003628871,0.9049007,0.03086874,0.04488916,0.001352098,0.0005314851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2937697,0.00002850648,0.704208,0.0005065976,0.00007712603,0.0003193782,0.00001255982,0.000133601,0.0009444868],"genre_scores_gemma":[0.9881701,0.00001356065,0.01077696,0.0001494162,0.0002787317,0.00006443739,0.0001825568,0.00005133098,0.0003128985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8551388,"threshold_uncertainty_score":0.7538133,"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."}}