{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001020531,0.0001318646,0.000169429,0.00009008212,0.00009081412,0.00003485528,0.0001330803,0.00003212042,0.001997753],"category_scores_gemma":[0.000002088132,0.0001210964,0.00009634521,0.0003240881,0.0000328533,0.0001979101,0.00001421214,0.00009132757,0.0002969227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001525323,"about_ca_system_score_gemma":0.00001779242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002566262,"about_ca_topic_score_gemma":3.215561e-7,"domain_scores_codex":[0.9992189,0.00004133577,0.000162821,0.0002076746,0.0001408483,0.0002284627],"domain_scores_gemma":[0.999539,0.00006640956,0.00007742972,0.0002473426,0.0000261284,0.00004369728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002448147,0.0002574704,0.04170761,0.00001399674,0.0003659657,0.000009872601,0.001240631,0.00069976,0.1644591,0.02350255,0.1321166,0.6353817],"study_design_scores_gemma":[0.009546896,0.0005661526,0.0276756,0.00008461091,0.00004609543,0.000007204882,0.0002843185,0.02585969,0.1699973,0.1122515,0.6519328,0.001747796],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5848001,0.0005898579,0.3590271,0.001989971,0.0005441351,0.002182649,0.00008437371,0.003632881,0.047149],"genre_scores_gemma":[0.822938,0.0006397344,0.0599263,0.001316292,0.004492539,0.00131044,0.0007394667,0.000410119,0.1082272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6336339,"threshold_uncertainty_score":0.9989145,"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."}}