{"id":"W4386986410","doi":"10.1016/j.brachy.2023.06.033","title":"PSOR02  Presentation Time: 4:35 PM","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Centre Hospitalier de l’Université de Montréal; University of British Columbia, Okanagan Campus; Ottawa Hospital; Kelowna General Hospital; University of British Columbia; Okanagan University College; Carleton University; Université de Montréal; Université Laval","funders":"","keywords":"Brachytherapy; Consistency (knowledge bases); Medicine; Monte Carlo method; Histogram; Graphical user interface; Voxel; Nuclear medicine; Medical physics; Standard deviation; Radiation treatment planning; Computer science; Operating system; Statistics; Radiology; Artificial intelligence; Radiation therapy; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001323399,0.00179723,0.001741276,0.001878816,0.00338466,0.009228346,0.001837245,0.005209349,0.9235644],"category_scores_gemma":[0.003325929,0.0009006375,0.002506451,0.0009742141,0.0006731216,0.001561458,0.003701287,0.003067929,0.8667827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001924812,"about_ca_system_score_gemma":0.001133857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003597145,"about_ca_topic_score_gemma":0.00902589,"domain_scores_codex":[0.9991493,0.00008771599,0.00002354501,0.0001424665,0.0003273223,0.0002695725],"domain_scores_gemma":[0.9978503,0.0002059032,0.00005579439,0.0001826279,0.0007952012,0.000910218],"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":[0.0005949137,0.0001018538,0.0001617986,0.0001594154,0.00001603182,0.0001884147,0.00005485739,0.0001175433,0.001315946,0.001445802,0.9738644,0.02197895],"study_design_scores_gemma":[0.0001758727,0.0002728366,0.002159891,0.0002002735,0.00001812027,0.0001100223,0.0001063044,0.0004871525,0.001090441,0.001201931,0.9941434,0.00003378695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002115238,0.0004627815,0.001422666,0.003387712,0.01538865,0.0005096598,0.005363595,0.00784729,0.9635023],"genre_scores_gemma":[0.004358736,0.0001268704,0.0002366804,0.0003962604,0.001296722,0.0000643966,0.001229493,0.001436449,0.9908544],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07643563,"threshold_uncertainty_score":0.1090261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0102430507010613,"score_gpt":0.3015482526117713,"score_spread":0.29130520191071,"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."}}