{"id":"W4403759917","doi":"10.1016/j.brachy.2024.08.246","title":"PO0434","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Traditional medicine; Family 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001948181,0.0001093245,0.0000890306,0.0001131389,0.00003842471,0.0001240025,0.0001107459,0.00004323995,0.002031026],"category_scores_gemma":[0.000009054464,0.00009323996,0.00007899978,0.000403283,0.00003410953,0.000185005,0.00001009212,0.0001201306,0.03946747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000460244,"about_ca_system_score_gemma":0.0000411429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001415768,"about_ca_topic_score_gemma":0.000008373524,"domain_scores_codex":[0.9992199,0.0000377384,0.0001084993,0.0002409153,0.000173996,0.0002189303],"domain_scores_gemma":[0.9996201,0.00005186148,0.00001142409,0.0002404018,0.00001876312,0.00005747451],"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":[0.00007499281,0.00009894033,0.001232981,0.00004423059,0.0001816459,0.0003165134,0.001480983,0.00002235828,0.15678,0.09698895,0.3455319,0.3972465],"study_design_scores_gemma":[0.0001920492,0.00004108316,0.003061625,0.00003029116,0.000006290768,0.00006430312,0.00001437181,0.001035464,0.00396998,0.00558125,0.9858412,0.0001620711],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8274558,0.03015605,0.002199837,0.003204131,0.002212887,0.0004379103,0.00008925552,0.005272718,0.1289715],"genre_scores_gemma":[0.9904209,0.00007962893,0.0006574788,0.0005759115,0.0004895409,0.00002453163,0.00001108512,0.0001342516,0.007606657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6403093,"threshold_uncertainty_score":0.9988813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206014544057575,"score_gpt":0.3038821541447791,"score_spread":0.2918220087042034,"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."}}