{"id":"W4403749956","doi":"10.1016/j.brachy.2024.08.067","title":"MSOR04 Presentation Time: 8:15 AM","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Radiopharmaceutical Chemistry and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University","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":[0.0000666803,0.00007582393,0.0001138539,0.00002529797,0.00003696397,0.00003368365,0.00003921361,0.00004889204,0.001851638],"category_scores_gemma":[0.00001159595,0.00006107634,0.00007782619,0.0001809358,0.0000370593,0.00006116514,0.000004640355,0.0001331568,0.0008679783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002303022,"about_ca_system_score_gemma":0.00003829387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001422372,"about_ca_topic_score_gemma":5.225081e-8,"domain_scores_codex":[0.9994586,0.0000103154,0.0001236987,0.0001741556,0.0001216761,0.0001115288],"domain_scores_gemma":[0.9996605,0.00006480205,0.0000119809,0.0001512388,0.00002104331,0.0000904232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002819341,0.0002124844,0.0003430887,0.0002029842,0.0001696515,0.00006449714,0.0001761352,0.00001125785,0.8643196,0.003914776,0.05553826,0.07476531],"study_design_scores_gemma":[0.001974791,0.00009921284,0.002479937,0.00009153078,0.0001144659,0.0002255273,0.0000165544,0.01138632,0.2315867,0.001572278,0.7502795,0.0001732153],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9167038,0.005665271,0.001662315,0.01777449,0.0001974298,0.0008425756,0.00001648139,0.0006936215,0.05644405],"genre_scores_gemma":[0.9713763,0.0002189251,0.0005754994,0.000994696,0.0006819775,0.0001106645,0.00006801527,0.00002353933,0.02595039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6947412,"threshold_uncertainty_score":0.9999099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02233217998856436,"score_gpt":0.3647463145745337,"score_spread":0.3424141345859693,"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."}}