{"id":"W4247938973","doi":"10.1016/j.brachy.2021.06.093","title":"PO05","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Brachytherapy; Monte Carlo method; Nuclear medicine; Radiation transport; Medical physics; Transit (satellite); Component (thermodynamics); Radiation therapy; Radiology; Physics; Statistics","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":[0.00003676897,0.00009225214,0.0001109483,0.00001830874,0.00005685745,0.00002461829,0.000076824,0.00002092321,0.003718612],"category_scores_gemma":[0.000001316662,0.00008962452,0.00007299944,0.0001238033,0.00002173055,0.00009775341,0.00001073266,0.00008573273,0.00001826679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001283295,"about_ca_system_score_gemma":0.00004093392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001036788,"about_ca_topic_score_gemma":7.461368e-7,"domain_scores_codex":[0.9994454,0.00002591631,0.0001000584,0.0001737261,0.00007482514,0.000180115],"domain_scores_gemma":[0.999598,0.00002277829,0.00003566224,0.0002576717,0.00004216339,0.00004370156],"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":[0.00001956049,0.0002416882,0.07434127,0.000004067886,0.0001492555,0.0000230509,0.0002798285,0.00002841459,0.110344,0.1612779,0.006575818,0.6467152],"study_design_scores_gemma":[0.0006604282,0.0000454327,0.003580463,0.00001135028,0.00000508986,0.000007696584,0.00006709901,0.0001010319,0.2313919,0.03781965,0.7260093,0.0003005103],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09357908,0.001739597,0.8485196,0.0009241511,0.0002425984,0.0001660976,0.00002007724,0.0003294484,0.05447939],"genre_scores_gemma":[0.8474146,0.0001500515,0.1385974,0.001830159,0.001081125,0.00006713445,0.00005169572,0.00007599775,0.0107318],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7538355,"threshold_uncertainty_score":0.9971921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007672003062265111,"score_gpt":0.2773207248630212,"score_spread":0.2696487218007561,"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."}}