{"id":"W4403761165","doi":"10.1016/j.brachy.2024.08.059","title":"Friday, July 12, 20241:30 PM - 2:45 PM PL01 Presentation Time: 1:30 PM","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Infectious Disease Case Reports and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; BC Cancer Agency","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001842066,0.0003266676,0.0004328672,0.0001931879,0.0001532505,0.000152817,0.00005382873,0.0001550365,0.007227785],"category_scores_gemma":[0.00003631899,0.0002545831,0.0003296768,0.0002313398,0.00006400274,0.0002138081,0.00002141705,0.000243985,0.00383513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001775652,"about_ca_system_score_gemma":0.0002784164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001197769,"about_ca_topic_score_gemma":0.000004923917,"domain_scores_codex":[0.9980966,0.00006892722,0.0004305798,0.0005477617,0.00046971,0.0003863738],"domain_scores_gemma":[0.9989769,0.000091894,0.0001056589,0.0004580264,0.0001064189,0.0002610998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002697527,0.005943839,0.03138711,0.001623891,0.009454406,0.03761915,0.003500539,0.0001298682,0.01261583,0.002868145,0.5252357,0.366924],"study_design_scores_gemma":[0.0193916,0.002945253,0.07075217,0.001312302,0.002674491,0.004672006,0.000130671,0.005446334,0.007831922,0.005258389,0.8780729,0.001511998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8449944,0.01539681,0.0004717566,0.001700285,0.002170688,0.002727908,0.000141585,0.001154406,0.1312421],"genre_scores_gemma":[0.9567423,0.001027035,0.0001559556,0.000932525,0.001645029,0.0002538523,0.0002731071,0.0001352247,0.03883497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3654121,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01453399559191838,"score_gpt":0.3019058515838947,"score_spread":0.2873718559919763,"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."}}