{"id":"W4310655840","doi":"10.1016/j.brachy.2022.09.016","title":"PP04  Presentation Time: 9:30 AM","year":2022,"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":"Jewish General Hospital; Centre Hospitalier de l’Université de Montréal; McGill University","funders":"","keywords":"Brachytherapy; Medicine; Nuclear medicine; Radiation treatment planning; Dosimetry; Radiation therapy; Radiology","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":[0.0001077776,0.0001177231,0.0001558843,0.00005222952,0.0002404381,0.00002387473,0.0001709191,0.00001263494,0.02100863],"category_scores_gemma":[9.431947e-7,0.0001192031,0.0000919279,0.0001467898,0.0000255799,0.000132954,0.00003306406,0.0001568537,0.00003262004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004383414,"about_ca_system_score_gemma":0.00002675245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003268905,"about_ca_topic_score_gemma":8.819687e-8,"domain_scores_codex":[0.9991842,0.00008809719,0.0001559196,0.0002051996,0.0001885326,0.0001780537],"domain_scores_gemma":[0.9995551,0.00004376062,0.0001042807,0.0002417901,0.00002042232,0.00003463648],"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":[0.0005712413,0.001127849,0.04399311,0.000009569007,0.0005226874,0.00001223069,0.00249368,0.00519754,0.1216261,0.05501552,0.07883066,0.6905998],"study_design_scores_gemma":[0.005302492,0.0006651547,0.003093592,0.000007349511,0.00002454158,0.00001044455,0.0003253001,0.005234596,0.02883291,0.04246222,0.9132171,0.0008242626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4405211,0.00161428,0.4967806,0.001653533,0.0006951285,0.002840611,0.0001908302,0.001240944,0.05446297],"genre_scores_gemma":[0.9394858,0.00005132219,0.03262784,0.001437641,0.001197872,0.001723103,0.0002584399,0.0001624503,0.02305557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8343865,"threshold_uncertainty_score":0.9798863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006924447729298598,"score_gpt":0.2770493028714587,"score_spread":0.2701248551421601,"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."}}