{"id":"W4296506970","doi":"10.5114/jcb.2022.119513","title":"Control charts for evaluation of quality of low-dose-rate brachytherapy for prostate cancer","year":2022,"lang":"en","type":"article","venue":"Journal of Contemporary Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; Princess Margaret Cancer Centre; BC Cancer Agency","funders":"","keywords":"Medicine; Prostate cancer; Brachytherapy; Prostate; Nuclear medicine; Prostate brachytherapy; Radiation treatment planning; Radiation therapy; Dosimetry; Multivariate analysis; Urology; Cancer; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005055339,0.0002272764,0.001159038,0.0002082951,0.0001133976,0.00001173932,0.0001377167,0.00005623824,0.0001730689],"category_scores_gemma":[0.0001227031,0.0001837891,0.000611463,0.0001863212,0.0000756207,0.0002532899,0.00001100905,0.0001772091,1.400185e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003191567,"about_ca_system_score_gemma":0.001860813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006853787,"about_ca_topic_score_gemma":0.000008738637,"domain_scores_codex":[0.9966476,0.0004704015,0.001567935,0.0002365847,0.0008453293,0.0002321467],"domain_scores_gemma":[0.9942648,0.0005459714,0.002746937,0.000274913,0.002041848,0.0001255164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1914788,0.009037795,0.284587,0.002879904,0.009535482,0.00004270613,0.007153885,0.005493055,0.2159325,0.001766248,0.01580404,0.2562885],"study_design_scores_gemma":[0.3821737,0.05645009,0.3098301,0.001720155,0.001888992,0.0001175975,0.001915793,0.007307976,0.1630451,0.01165264,0.06283968,0.001058136],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553065,0.03067927,0.0006071667,0.006923393,0.000666454,0.004646899,0.001104752,0.000009731632,0.00005578534],"genre_scores_gemma":[0.995174,0.001177756,0.0002481977,0.0014844,0.0002745242,0.001414815,0.00006162469,0.00005029046,0.0001144169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2552304,"threshold_uncertainty_score":0.7494703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07969679937055546,"score_gpt":0.3916267110326469,"score_spread":0.3119299116620914,"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."}}