{"id":"W4386986445","doi":"10.1016/j.brachy.2023.06.023","title":"PP04  Presentation Time: 3:57 PM","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Brachytherapy; Catheter; Medical physics; Nuclear medicine; Frame (networking); Surgery; Computer science; Radiation therapy","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":[0.00009306365,0.00008952151,0.0002164828,0.0001185807,0.00003433567,0.00001299983,0.00004002922,0.00004867597,0.00368065],"category_scores_gemma":[0.00002738619,0.00006594306,0.0001029174,0.0006656843,0.00001506883,0.00005723106,0.00001072812,0.00006291236,0.004391847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003759982,"about_ca_system_score_gemma":0.00002696452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004034233,"about_ca_topic_score_gemma":0.000001921277,"domain_scores_codex":[0.9992443,0.00002654913,0.0001414054,0.0001736064,0.000242462,0.0001716658],"domain_scores_gemma":[0.9995853,0.00008839629,0.00003613003,0.0001646598,0.00003452706,0.00009100083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01012896,0.001041066,0.1520723,0.0002087813,0.001176952,0.0003625836,0.001021706,0.00004667455,0.07326942,0.0009394889,0.06067694,0.6990551],"study_design_scores_gemma":[0.06039266,0.002981126,0.7275689,0.0001340201,0.0002139851,0.00006736954,0.0001478911,0.001129476,0.0213097,0.004889231,0.1806821,0.0004835882],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771742,0.000478331,0.00001262916,0.002222614,0.0002592533,0.0006216833,0.000006749334,0.0003092684,0.01891532],"genre_scores_gemma":[0.9226251,0.0008327987,0.0003511563,0.001884775,0.0008074035,0.0001700977,0.0002675821,0.00004886046,0.07301224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6985716,"threshold_uncertainty_score":0.9972301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03111042588842241,"score_gpt":0.3375710605067233,"score_spread":0.3064606346183009,"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."}}