{"id":"W4403749736","doi":"10.1016/j.brachy.2024.08.022","title":"PP03 Presentation Time: 4:18 PM","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Presentation (obstetrics); Medical physics; Surgery","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":[0.0001474974,0.0001177021,0.0002293857,0.00009232621,0.00006077066,0.00002196609,0.00005570061,0.0001142297,0.004267747],"category_scores_gemma":[0.00002184022,0.00008709707,0.0001109735,0.000196173,0.00009600868,0.0001462804,0.000005409584,0.0001900402,0.0006714668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006828807,"about_ca_system_score_gemma":0.00009365982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002479421,"about_ca_topic_score_gemma":7.595777e-7,"domain_scores_codex":[0.9992321,0.00004383775,0.0001723157,0.0002358696,0.0001457168,0.00017018],"domain_scores_gemma":[0.9994969,0.0001854926,0.00002732117,0.0001995476,0.00002821752,0.00006249231],"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":[0.002172151,0.0003635798,0.003309673,0.0001667737,0.0006667885,0.000572542,0.001316868,0.00005686942,0.04265397,0.005277957,0.2117572,0.7316856],"study_design_scores_gemma":[0.003511185,0.0007823574,0.004590399,0.0001139418,0.00006354809,0.0005450863,0.00003304208,0.004285848,0.003194947,0.003849242,0.9788432,0.0001871619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5275373,0.1386515,0.05820763,0.03388368,0.00989618,0.003856574,0.00002728683,0.002830167,0.2251097],"genre_scores_gemma":[0.505648,0.0198325,0.04235839,0.02047165,0.01349751,0.0004262191,0.0002035758,0.0003139401,0.3972482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7670861,"threshold_uncertainty_score":0.9966425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695327818794411,"score_gpt":0.4014947341216673,"score_spread":0.3845414559337232,"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."}}