{"id":"W4403761092","doi":"10.1016/j.brachy.2024.08.016","title":"MPP02 Presentation Time: 4:09 PM","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Breast Cancer Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Presentation (obstetrics); 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":["insufficient_payload"],"category_scores_codex":[0.0001047398,0.0001470499,0.0002323517,0.0001125795,0.00004321696,0.00004678125,0.00005789179,0.00006194048,0.001794575],"category_scores_gemma":[0.00001365496,0.0001178697,0.0001189179,0.0002616251,0.00005697313,0.0002164989,0.000009702332,0.0001551753,0.001061248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008088805,"about_ca_system_score_gemma":0.00008813177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001098382,"about_ca_topic_score_gemma":0.000001399734,"domain_scores_codex":[0.9990609,0.00002847082,0.0001859687,0.0002755471,0.0002411671,0.0002078895],"domain_scores_gemma":[0.9995149,0.00007666789,0.00003058156,0.0002481554,0.00004863103,0.00008108433],"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":[0.001291963,0.000113406,0.0006976788,0.0001428891,0.0003491323,0.0001485022,0.001178484,0.00003822476,0.1031226,0.001691937,0.005928441,0.8852967],"study_design_scores_gemma":[0.006993966,0.0006725035,0.01492938,0.000460348,0.0001364078,0.0007314491,0.0001441172,0.004770893,0.02410396,0.006889341,0.9397181,0.0004495544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8088046,0.08310647,0.027062,0.0290291,0.002827536,0.003396892,0.00005145058,0.00338807,0.04233382],"genre_scores_gemma":[0.9156995,0.0008368946,0.007812449,0.002968238,0.002755024,0.0002625048,0.0001045555,0.0001882062,0.06937256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9337897,"threshold_uncertainty_score":0.9997165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125088539788349,"score_gpt":0.3189649129054055,"score_spread":0.3064560589265706,"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."}}